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| File | Size |
|---|---|
| 1. Part 1 Introduction/1. A Practical Example What You Will Learn in This Course.mp4 | 49.03 MB |
| 1. Part 1 Introduction/1. A Practical Example What You Will Learn in This Course.srt | 6.37 kB |
| 1. Part 1 Introduction/2. What Does the Course Cover.mp4 | 62.26 MB |
| 1. Part 1 Introduction/2. What Does the Course Cover.srt | 5.08 kB |
| 1. Part 1 Introduction/3. Download All Resources and Important FAQ.html | 21.35 kB |
| 1. Part 1 Introduction/3.1 FAQ_The_Data_Science_Course.pdf.pdf | 306.10 kB |
| 1. Part 1 Introduction/3.2 Download All Resources.html | 134.00 B |
| 10. Probability - Combinatorics/1. Fundamentals of Combinatorics.mp4 | 16.21 MB |
| 10. Probability - Combinatorics/1. Fundamentals of Combinatorics.srt | 1.30 kB |
| 10. Probability - Combinatorics/1.1 Course Notes - Combinatorics.pdf.pdf | 226.12 kB |
| 10. Probability - Combinatorics/10. Solving Variations without Repetition.html | 165.00 B |
| 10. Probability - Combinatorics/11. Solving Combinations.mp4 | 57.34 MB |
| 10. Probability - Combinatorics/11. Solving Combinations.srt | 5.61 kB |
| 10. Probability - Combinatorics/11.1 Combinations With Repetition.pdf.pdf | 207.41 kB |
| 10. Probability - Combinatorics/12. Solving Combinations.html | 165.00 B |
| 10. Probability - Combinatorics/13. Symmetry of Combinations.mp4 | 40.31 MB |
| 10. Probability - Combinatorics/13. Symmetry of Combinations.srt | 4.30 kB |
| 10. Probability - Combinatorics/13.1 Symmetry Explained.pdf.pdf | 85.04 kB |
| 10. Probability - Combinatorics/14. Symmetry of Combinations.html | 165.00 B |
| 10. Probability - Combinatorics/15. Solving Combinations with Separate Sample Spaces.mp4 | 33.15 MB |
| 10. Probability - Combinatorics/15. Solving Combinations with Separate Sample Spaces.srt | 3.73 kB |
| 10. Probability - Combinatorics/16. Solving Combinations with Separate Sample Spaces.html | 165.00 B |
| 10. Probability - Combinatorics/17. Combinatorics in Real-Life The Lottery.mp4 | 41.29 MB |
| 10. Probability - Combinatorics/17. Combinatorics in Real-Life The Lottery.srt | 4.15 kB |
| 10. Probability - Combinatorics/18. Combinatorics in Real-Life The Lottery.html | 165.00 B |
| 10. Probability - Combinatorics/19. A Recap of Combinatorics.mp4 | 38.49 MB |
| 10. Probability - Combinatorics/19. A Recap of Combinatorics.srt | 3.72 kB |
| 10. Probability - Combinatorics/2. Fundamentals of Combinatorics.html | 165.00 B |
| 10. Probability - Combinatorics/20. A Practical Example of Combinatorics.mp4 | 134.31 MB |
| 10. Probability - Combinatorics/20. A Practical Example of Combinatorics.srt | 13.96 kB |
| 10. Probability - Combinatorics/20.1 Additional Exercises Combinatorics.pdf.pdf | 106.58 kB |
| 10. Probability - Combinatorics/20.2 Additional Exercises Combinatorics Solutions.pdf.pdf | 245.67 kB |
| 10. Probability - Combinatorics/3. Permutations and How to Use Them.mp4 | 42.72 MB |
| 10. Probability - Combinatorics/3. Permutations and How to Use Them.srt | 4.07 kB |
| 10. Probability - Combinatorics/4. Permutations and How to Use Them.html | 165.00 B |
| 10. Probability - Combinatorics/5. Simple Operations with Factorials.mp4 | 36.12 MB |
| 10. Probability - Combinatorics/5. Simple Operations with Factorials.srt | 3.26 kB |
| 10. Probability - Combinatorics/6. Simple Operations with Factorials.html | 165.00 B |
| 10. Probability - Combinatorics/7. Solving Variations with Repetition.mp4 | 34.00 MB |
| 10. Probability - Combinatorics/7. Solving Variations with Repetition.srt | 3.47 kB |
| 10. Probability - Combinatorics/8. Solving Variations with Repetition.html | 165.00 B |
| 10. Probability - Combinatorics/9. Solving Variations without Repetition.mp4 | 43.14 MB |
| 10. Probability - Combinatorics/9. Solving Variations without Repetition.srt | 43.15 MB |
| 11. Probability - Bayesian Inference/1. Sets and Events.mp4 | 53.47 MB |
| 11. Probability - Bayesian Inference/1. Sets and Events.srt | 5.06 kB |
| 11. Probability - Bayesian Inference/1.1 Course Notes - Bayesian Inference.pdf.pdf | 386.01 kB |
| 11. Probability - Bayesian Inference/10. Mutually Exclusive Sets.html | 165.00 B |
| 11. Probability - Bayesian Inference/11. Dependence and Independence of Sets.mp4 | 34.79 MB |
| 11. Probability - Bayesian Inference/11. Dependence and Independence of Sets.srt | 3.46 kB |
| 11. Probability - Bayesian Inference/12. Dependence and Independence of Sets.html | 165.00 B |
| 11. Probability - Bayesian Inference/13. The Conditional Probability Formula.mp4 | 45.87 MB |
| 11. Probability - Bayesian Inference/13. The Conditional Probability Formula.srt | 4.93 kB |
| 11. Probability - Bayesian Inference/14. The Conditional Probability Formula.html | 165.00 B |
| 11. Probability - Bayesian Inference/15. The Law of Total Probability.mp4 | 34.93 MB |
| 11. Probability - Bayesian Inference/15. The Law of Total Probability.srt | 3.49 kB |
| 11. Probability - Bayesian Inference/16. The Additive Rule.mp4 | 26.97 MB |
| 11. Probability - Bayesian Inference/16. The Additive Rule.srt | 2.74 kB |
| 11. Probability - Bayesian Inference/17. The Additive Rule.html | 165.00 B |
| 11. Probability - Bayesian Inference/18. The Multiplication Law.mp4 | 49.02 MB |
| 11. Probability - Bayesian Inference/18. The Multiplication Law.srt | 4.62 kB |
| 11. Probability - Bayesian Inference/19. The Multiplication Law.html | 165.00 B |
| 11. Probability - Bayesian Inference/2. Sets and Events.html | 165.00 B |
| 11. Probability - Bayesian Inference/20. Bayes' Law.mp4 | 49.93 MB |
| 11. Probability - Bayesian Inference/20. Bayes' Law.srt | 7.20 kB |
| 11. Probability - Bayesian Inference/21. Bayes' Law.html | 165.00 B |
| 11. Probability - Bayesian Inference/22. A Practical Example of Bayesian Inference.mp4 | 145.13 MB |
| 11. Probability - Bayesian Inference/22. A Practical Example of Bayesian Inference.srt | 19.32 kB |
| 11. Probability - Bayesian Inference/22.1 CDS_2017-2018 Hamilton.pdf.pdf | 845.31 kB |
| 11. Probability - Bayesian Inference/22.2 Bayesian Homework - Solutions.pdf.pdf | 30.35 kB |
| 11. Probability - Bayesian Inference/22.3 Bayesian Homework .pdf.pdf | 27.26 kB |
| 11. Probability - Bayesian Inference/3. Ways Sets Can Interact.mp4 | 47.43 MB |
| 11. Probability - Bayesian Inference/3. Ways Sets Can Interact.srt | 4.39 kB |
| 11. Probability - Bayesian Inference/4. Ways Sets Can Interact.html | 165.00 B |
| 11. Probability - Bayesian Inference/5. Intersection of Sets.mp4 | 26.96 MB |
| 11. Probability - Bayesian Inference/5. Intersection of Sets.srt | 2.47 kB |
| 11. Probability - Bayesian Inference/6. Intersection of Sets.html | 165.00 B |
| 11. Probability - Bayesian Inference/7. Union of Sets.mp4 | 57.19 MB |
| 11. Probability - Bayesian Inference/7. Union of Sets.srt | 5.53 kB |
| 11. Probability - Bayesian Inference/8. Union of Sets.html | 165.00 B |
| 11. Probability - Bayesian Inference/9. Mutually Exclusive Sets.mp4 | 25.39 MB |
| 11. Probability - Bayesian Inference/9. Mutually Exclusive Sets.srt | 2.52 kB |
| 12. Probability - Distributions/1. Fundamentals of Probability Distributions.mp4 | 73.40 MB |
| 12. Probability - Distributions/1. Fundamentals of Probability Distributions.srt | 7.54 kB |
| 12. Probability - Distributions/1.1 Course Notes - Probability Distributions.pdf.pdf | 463.95 kB |
| 12. Probability - Distributions/10. Discrete Distributions The Bernoulli Distribution.html | 165.00 B |
| 12. Probability - Distributions/11. Discrete Distributions The Binomial Distribution.mp4 | 68.83 MB |
| 12. Probability - Distributions/11. Discrete Distributions The Binomial Distribution.srt | 8.30 kB |
| 12. Probability - Distributions/12. Discrete Distributions The Binomial Distribution.html | 165.00 B |
| 12. Probability - Distributions/13. Discrete Distributions The Poisson Distribution.mp4 | 55.76 MB |
| 12. Probability - Distributions/13. Discrete Distributions The Poisson Distribution.srt | 6.57 kB |
| 12. Probability - Distributions/13.1 Poisson - Expected Value and Variance.pdf.pdf | 145.99 kB |
| 12. Probability - Distributions/14. Discrete Distributions The Poisson Distribution.html | 165.00 B |
| 12. Probability - Distributions/15. Characteristics of Continuous Distributions.mp4 | 84.12 MB |
| 12. Probability - Distributions/15. Characteristics of Continuous Distributions.srt | 8.66 kB |
| 12. Probability - Distributions/15.1 Solving Integrals.pdf.pdf | 343.85 kB |
| 12. Probability - Distributions/16. Characteristics of Continuous Distributions.html | 165.00 B |
| 12. Probability - Distributions/17. Continuous Distributions The Normal Distribution.mp4 | 48.24 MB |
| 12. Probability - Distributions/17. Continuous Distributions The Normal Distribution.srt | 4.77 kB |
| 12. Probability - Distributions/17.1 Normal Distribution - Exp and Var.pdf.pdf | 144.08 kB |
| 12. Probability - Distributions/18. Continuous Distributions The Normal Distribution.html | 165.00 B |
| 12. Probability - Distributions/19. Continuous Distributions The Standard Normal Distribution.mp4 | 47.90 MB |
| 12. Probability - Distributions/19. Continuous Distributions The Standard Normal Distribution.srt | 5.28 kB |
| 12. Probability - Distributions/2. Fundamentals of Probability Distributions.html | 165.00 B |
| 12. Probability - Distributions/20. Continuous Distributions The Standard Normal Distribution.html | 165.00 B |
| 12. Probability - Distributions/21. Continuous Distributions The Students' T Distribution.mp4 | 27.18 MB |
| 12. Probability - Distributions/21. Continuous Distributions The Students' T Distribution.srt | 2.79 kB |
| 12. Probability - Distributions/22. Continuous Distributions The Students' T Distribution.html | 165.00 B |
| 12. Probability - Distributions/23. Continuous Distributions The Chi-Squared Distribution.mp4 | 26.34 MB |
| 12. Probability - Distributions/23. Continuous Distributions The Chi-Squared Distribution.srt | 2.76 kB |
| 12. Probability - Distributions/24. Continuous Distributions The Chi-Squared Distribution.html | 165.00 B |
| 12. Probability - Distributions/25. Continuous Distributions The Exponential Distribution.mp4 | 40.23 MB |
| 12. Probability - Distributions/25. Continuous Distributions The Exponential Distribution.srt | 4.13 kB |
| 12. Probability - Distributions/26. Continuous Distributions The Exponential Distribution.html | 165.00 B |
| 12. Probability - Distributions/27. Continuous Distributions The Logistic Distribution.mp4 | 47.05 MB |
| 12. Probability - Distributions/27. Continuous Distributions The Logistic Distribution.srt | 5.02 kB |
| 12. Probability - Distributions/28. Continuous Distributions The Logistic Distribution.html | 165.00 B |
| 12. Probability - Distributions/29. A Practical Example of Probability Distributions.mp4 | 157.82 MB |
| 12. Probability - Distributions/29. A Practical Example of Probability Distributions.srt | 19.91 kB |
| 12. Probability - Distributions/29.1 FIFA19.csv.csv | 8.65 MB |
| 12. Probability - Distributions/29.2 Customers_Membership (post).xlsx.xlsx | 15.62 kB |
| 12. Probability - Distributions/29.3 FIFA19 (post).csv.csv | 8.64 MB |
| 12. Probability - Distributions/29.4 Daily Views.xlsx.xlsx | 9.53 kB |
| 12. Probability - Distributions/29.5 Customers_Membership.xlsx.xlsx | 9.69 kB |
| 12. Probability - Distributions/29.6 Daily Views (post).xlsx.xlsx | 20.21 kB |
| 12. Probability - Distributions/3. Types of Probability Distributions.mp4 | 91.58 MB |
| 12. Probability - Distributions/3. Types of Probability Distributions.srt | 9.45 kB |
| 12. Probability - Distributions/4. Types of Probability Distributions.html | 165.00 B |
| 12. Probability - Distributions/5. Characteristics of Discrete Distributions.mp4 | 22.70 MB |
| 12. Probability - Distributions/5. Characteristics of Discrete Distributions.srt | 2.46 kB |
| 12. Probability - Distributions/6. Characteristics of Discrete Distributions.html | 165.00 B |
| 12. Probability - Distributions/7. Discrete Distributions The Uniform Distribution.mp4 | 24.39 MB |
| 12. Probability - Distributions/7. Discrete Distributions The Uniform Distribution.srt | 2.73 kB |
| 12. Probability - Distributions/8. Discrete Distributions The Uniform Distribution.html | 165.00 B |
| 12. Probability - Distributions/9. Discrete Distributions The Bernoulli Distribution.mp4 | 34.13 MB |
| 12. Probability - Distributions/9. Discrete Distributions The Bernoulli Distribution.srt | 3.85 kB |
| 13. Probability - Probability in Other Fields/1. Probability in Finance.mp4 | 99.07 MB |
| 13. Probability - Probability in Other Fields/1. Probability in Finance.srt | 9.83 kB |
| 13. Probability - Probability in Other Fields/1.1 Probability in Finance Solutions.pdf.pdf | 184.46 kB |
| 13. Probability - Probability in Other Fields/1.2 Probability in Finance Homework.pdf.pdf | 110.68 kB |
| 13. Probability - Probability in Other Fields/2. Probability in Statistics.mp4 | 77.28 MB |
| 13. Probability - Probability in Other Fields/2. Probability in Statistics.srt | 8.44 kB |
| 13. Probability - Probability in Other Fields/3. Probability in Data Science.mp4 | 63.49 MB |
| 13. Probability - Probability in Other Fields/3. Probability in Data Science.srt | 6.65 kB |
| 14. Part 3 Statistics/1. Population and Sample.mp4 | 58.11 MB |
| 14. Part 3 Statistics/1. Population and Sample.srt | 5.47 kB |
| 14. Part 3 Statistics/1.1 Statistics Glossary.xlsx.xlsx | 20.26 kB |
| 14. Part 3 Statistics/1.2 Course notes_descriptive_statistics.pdf.pdf | 482.21 kB |
| 14. Part 3 Statistics/2. Population and Sample.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/1. Types of Data.mp4 | 72.52 MB |
| 15. Statistics - Descriptive Statistics/1. Types of Data.srt | 5.95 kB |
| 15. Statistics - Descriptive Statistics/1.1 Course notes_descriptive_statistics.pdf.pdf | 482.21 kB |
| 15. Statistics - Descriptive Statistics/1.2 Glossary.xlsx.xlsx | 19.97 kB |
| 15. Statistics - Descriptive Statistics/10. Numerical Variables Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/10.1 2.4. Numerical variables. Frequency distribution table_exercise.xlsx.xlsx | 11.75 kB |
| 15. Statistics - Descriptive Statistics/10.2 2.4. Numerical variables. Frequency distribution table_exercise_solution.xlsx.xlsx | 13.15 kB |
| 15. Statistics - Descriptive Statistics/11. The Histogram.mp4 | 13.78 MB |
| 15. Statistics - Descriptive Statistics/11. The Histogram.srt | 3.01 kB |
| 15. Statistics - Descriptive Statistics/11.1 2.5. The Histogram_lesson.xlsx.xlsx | 18.63 kB |
| 15. Statistics - Descriptive Statistics/12. The Histogram.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/13. Histogram Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/13.1 2.5.The-Histogram-exercise-solution.xlsx.xlsx | 17.10 kB |
| 15. Statistics - Descriptive Statistics/13.2 Statistics - PDF with Excel Solutions that don't visualize properly.pdf.pdf | 289.12 kB |
| 15. Statistics - Descriptive Statistics/13.3 2.5.The-Histogram-exercise.xlsx.xlsx | 15.50 kB |
| 15. Statistics - Descriptive Statistics/14. Cross Tables and Scatter Plots.mp4 | 39.81 MB |
| 15. Statistics - Descriptive Statistics/14. Cross Tables and Scatter Plots.srt | 6.68 kB |
| 15. Statistics - Descriptive Statistics/14.1 2.6. Cross table and scatter plot.xlsx.xlsx | 26.12 kB |
| 15. Statistics - Descriptive Statistics/15. Cross Tables and Scatter Plots.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/16. Cross Tables and Scatter Plots Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/16.1 2.6. Cross table and scatter plot_exercise.xlsx.xlsx | 16.28 kB |
| 15. Statistics - Descriptive Statistics/16.2 2.6. Cross table and scatter plot_exercise_solution.xlsx.xlsx | 40.44 kB |
| 15. Statistics - Descriptive Statistics/17. Mean, median and mode.mp4 | 37.13 MB |
| 15. Statistics - Descriptive Statistics/17. Mean, median and mode.srt | 5.73 kB |
| 15. Statistics - Descriptive Statistics/17.1 2.7. Mean, median and mode_lesson.xlsx.xlsx | 10.49 kB |
| 15. Statistics - Descriptive Statistics/18. Mean, Median and Mode Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/18.1 2.7. Mean, median and mode_exercise.xlsx.xlsx | 10.87 kB |
| 15. Statistics - Descriptive Statistics/18.2 2.7. Mean, median and mode_exercise_solution.xlsx.xlsx | 11.35 kB |
| 15. Statistics - Descriptive Statistics/19. Skewness.mp4 | 19.40 MB |
| 15. Statistics - Descriptive Statistics/19. Skewness.srt | 3.64 kB |
| 15. Statistics - Descriptive Statistics/19.1 2.8. Skewness_lesson.xlsx.xlsx | 34.63 kB |
| 15. Statistics - Descriptive Statistics/2. Types of Data.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/20. Skewness.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/21. Skewness Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/21.1 2.8. Skewness_exercise.xlsx.xlsx | 9.49 kB |
| 15. Statistics - Descriptive Statistics/21.2 2.8. Skewness_exercise_solution.xlsx.xlsx | 19.78 kB |
| 15. Statistics - Descriptive Statistics/22. Variance.mp4 | 50.95 MB |
| 15. Statistics - Descriptive Statistics/22. Variance.srt | 7.53 kB |
| 15. Statistics - Descriptive Statistics/22.1 2.9. Variance_lesson.xlsx.xlsx | 10.08 kB |
| 15. Statistics - Descriptive Statistics/23. Variance Exercise.html | 522.00 B |
| 15. Statistics - Descriptive Statistics/23.1 2.9. Variance_exercise.xlsx.xlsx | 10.83 kB |
| 15. Statistics - Descriptive Statistics/23.2 2.9. Variance_exercise_solution.xlsx.xlsx | 11.05 kB |
| 15. Statistics - Descriptive Statistics/24. Standard Deviation and Coefficient of Variation.mp4 | 45.12 MB |
| 15. Statistics - Descriptive Statistics/24. Standard Deviation and Coefficient of Variation.srt | 6.60 kB |
| 15. Statistics - Descriptive Statistics/24.1 2.10. Standard deviation and coefficient of variation_lesson.xlsx.xlsx | 10.97 kB |
| 15. Statistics - Descriptive Statistics/25. Standard Deviation.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/26. Standard Deviation and Coefficient of Variation Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/26.1 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx.xlsx | 12.60 kB |
| 15. Statistics - Descriptive Statistics/26.2 2.10.Standard-deviation-and-coefficient-of-variation-exercise.xlsx.xlsx | 11.61 kB |
| 15. Statistics - Descriptive Statistics/27. Covariance.mp4 | 27.48 MB |
| 15. Statistics - Descriptive Statistics/27. Covariance.srt | 4.92 kB |
| 15. Statistics - Descriptive Statistics/27.1 2.11. Covariance_lesson.xlsx.xlsx | 24.92 kB |
| 15. Statistics - Descriptive Statistics/28. Covariance.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/29. Covariance Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/29.1 2.11. Covariance_exercise_solution.xlsx.xlsx | 29.51 kB |
| 15. Statistics - Descriptive Statistics/29.2 2.11. Covariance_exercise.xlsx.xlsx | 20.23 kB |
| 15. Statistics - Descriptive Statistics/3. Levels of Measurement.mp4 | 54.38 MB |
| 15. Statistics - Descriptive Statistics/3. Levels of Measurement.srt | 4.54 kB |
| 15. Statistics - Descriptive Statistics/30. Correlation Coefficient.mp4 | 29.38 MB |
| 15. Statistics - Descriptive Statistics/30. Correlation Coefficient.srt | 4.71 kB |
| 15. Statistics - Descriptive Statistics/31. Correlation.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/32. Correlation Coefficient Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/32.1 2.12. Correlation_exercise_solution.xlsx.xlsx | 29.48 kB |
| 15. Statistics - Descriptive Statistics/32.2 2.12. Correlation_exercise.xlsx.xlsx | 29.30 kB |
| 15. Statistics - Descriptive Statistics/4. Levels of Measurement.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/5. Categorical Variables - Visualization Techniques.mp4 | 38.46 MB |
| 15. Statistics - Descriptive Statistics/5. Categorical Variables - Visualization Techniques.srt | 6.43 kB |
| 15. Statistics - Descriptive Statistics/5.1 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx.xlsx | 30.77 kB |
| 15. Statistics - Descriptive Statistics/6. Categorical Variables - Visualization Techniques.html | 165.00 B |
| 15. Statistics - Descriptive Statistics/7. Categorical Variables Exercise.html | 81.00 B |
| 15. Statistics - Descriptive Statistics/7.1 2.3. Categorical variables. Visualization techniques_exercise.xlsx.xlsx | 15.24 kB |
| 15. Statistics - Descriptive Statistics/7.2 Statistics - PDF with Excel Solutions that don't visualize properly.pdf.pdf | 289.12 kB |
| 15. Statistics - Descriptive Statistics/7.3 2.3. Categorical variables. Visualization techniques_exercise_solution.xlsx.xlsx | 41.11 kB |
| 15. Statistics - Descriptive Statistics/8. Numerical Variables - Frequency Distribution Table.mp4 | 25.85 MB |
| 15. Statistics - Descriptive Statistics/8. Numerical Variables - Frequency Distribution Table.srt | 4.36 kB |
| 15. Statistics - Descriptive Statistics/8.1 2.4. Numerical variables. Frequency distribution table_lesson.xlsx.xlsx | 11.44 kB |
| 15. Statistics - Descriptive Statistics/9. Numerical Variables - Frequency Distribution Table.html | 165.00 B |
| 16. Statistics - Practical Example Descriptive Statistics/1. Practical Example Descriptive Statistics.mp4 | 160.46 MB |
| 16. Statistics - Practical Example Descriptive Statistics/1. Practical Example Descriptive Statistics.srt | 20.78 kB |
| 16. Statistics - Practical Example Descriptive Statistics/1.1 2.13. Practical example. Descriptive statistics_lesson.xlsx.xlsx | 146.51 kB |
| 16. Statistics - Practical Example Descriptive Statistics/2. Practical Example Descriptive Statistics Exercise.html | 81.00 B |
| 16. Statistics - Practical Example Descriptive Statistics/2.1 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx.xlsx | 146.38 kB |
| 16. Statistics - Practical Example Descriptive Statistics/2.2 2.13.Practical-example.Descriptive-statistics-exercise.xlsx.xlsx | 120.27 kB |
| 17. Statistics - Inferential Statistics Fundamentals/1. Introduction.mp4 | 15.50 MB |
| 17. Statistics - Inferential Statistics Fundamentals/1. Introduction.srt | 1.63 kB |
| 17. Statistics - Inferential Statistics Fundamentals/1.1 Course notes_inferential statistics.pdf.pdf | 382.32 kB |
| 17. Statistics - Inferential Statistics Fundamentals/10. Central Limit Theorem.html | 165.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/11. Standard error.mp4 | 22.78 MB |
| 17. Statistics - Inferential Statistics Fundamentals/11. Standard error.srt | 2.02 kB |
| 17. Statistics - Inferential Statistics Fundamentals/12. Standard Error.html | 165.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/13. Estimators and Estimates.mp4 | 47.83 MB |
| 17. Statistics - Inferential Statistics Fundamentals/13. Estimators and Estimates.srt | 3.71 kB |
| 17. Statistics - Inferential Statistics Fundamentals/14. Estimators and Estimates.html | 165.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/2. What is a Distribution.mp4 | 61.59 MB |
| 17. Statistics - Inferential Statistics Fundamentals/2. What is a Distribution.srt | 5.85 kB |
| 17. Statistics - Inferential Statistics Fundamentals/2.1 3.2. What is a distribution_lesson.xlsx.xlsx | 19.46 kB |
| 17. Statistics - Inferential Statistics Fundamentals/2.2 Course notes_inferential statistics.pdf.pdf | 382.32 kB |
| 17. Statistics - Inferential Statistics Fundamentals/3. What is a Distribution.html | 165.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/4. The Normal Distribution.mp4 | 49.85 MB |
| 17. Statistics - Inferential Statistics Fundamentals/4. The Normal Distribution.srt | 4.90 kB |
| 17. Statistics - Inferential Statistics Fundamentals/5. The Normal Distribution.html | 165.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/6. The Standard Normal Distribution.mp4 | 22.51 MB |
| 17. Statistics - Inferential Statistics Fundamentals/6. The Standard Normal Distribution.srt | 3.94 kB |
| 17. Statistics - Inferential Statistics Fundamentals/6.1 3.4. Standard normal distribution_lesson.xlsx.xlsx | 10.38 kB |
| 17. Statistics - Inferential Statistics Fundamentals/7. The Standard Normal Distribution.html | 165.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/8. The Standard Normal Distribution Exercise.html | 81.00 B |
| 17. Statistics - Inferential Statistics Fundamentals/8.1 3.4.Standard-normal-distribution-exercise.xlsx.xlsx | 11.99 kB |
| 17. Statistics - Inferential Statistics Fundamentals/8.2 3.4.Standard-normal-distribution-exercise-solution.xlsx.xlsx | 24.04 kB |
| 17. Statistics - Inferential Statistics Fundamentals/9. Central Limit Theorem.mp4 | 62.89 MB |
| 17. Statistics - Inferential Statistics Fundamentals/9. Central Limit Theorem.srt | 5.63 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/1. What are Confidence Intervals.mp4 | 49.99 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/1. What are Confidence Intervals.srt | 3.26 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/10. Margin of Error.mp4 | 59.17 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/10. Margin of Error.srt | 6.11 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/11. Margin of Error.html | 165.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/12. Confidence intervals. Two means. Dependent samples.mp4 | 70.48 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/12. Confidence intervals. Two means. Dependent samples.srt | 32.00 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/12.1 3.13. Confidence intervals. Two means. Dependent samples_lesson.xlsx.xlsx | 10.47 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/13. Confidence intervals. Two means. Dependent samples Exercise.html | 81.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/13.1 3.13. Confidence intervals. Two means. Dependent samples_exercise.xlsx.xlsx | 13.74 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/13.2 3.13. Confidence intervals. Two means. Dependent samples_exercise_solution.xlsx.xlsx | 14.24 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/14. Confidence intervals. Two means. Independent samples (Part 1).mp4 | 28.76 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/14. Confidence intervals. Two means. Independent samples (Part 1).srt | 6.07 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/14.1 3.14. Confidence intervals. Two means. Independent samples (Part 1)_lesson.xlsx.xlsx | 9.83 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/15. Confidence intervals. Two means. Independent samples (Part 1) Exercise.html | 81.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/15.1 3.14. Confidence intervals. Two means. Independent samples (Part 1)_exercise_solution.xlsx.xlsx | 10.12 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/15.2 3.14. Confidence intervals. Two means. Independent samples (Part 1)_exercise.xlsx.xlsx | 9.83 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/16. Confidence intervals. Two means. Independent samples (Part 2).mp4 | 26.83 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/16. Confidence intervals. Two means. Independent samples (Part 2).srt | 4.51 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/16.1 3.15. Confidence intervals. Two means. Independent samples (Part 2)_lesson.xlsx.xlsx | 9.52 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/17. Confidence intervals. Two means. Independent samples (Part 2) Exercise.html | 81.00 B |
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| 18. Statistics - Inferential Statistics Confidence Intervals/18. Confidence intervals. Two means. Independent samples (Part 3).mp4 | 19.94 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/18. Confidence intervals. Two means. Independent samples (Part 3).srt | 1.96 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/2. What are Confidence Intervals.html | 165.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/3. Confidence Intervals; Population Variance Known; z-score.mp4 | 78.21 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/3. Confidence Intervals; Population Variance Known; z-score.srt | 9.80 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/3.1 3.9. Population variance known, z-score_lesson.xlsx.xlsx | 11.21 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/3.2 3.9.The-z-table.xlsx.xlsx | 25.58 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/4. Confidence Intervals; Population Variance Known; z-score; Exercise.html | 81.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/4.1 3.9. Population variance known, z-score_exercise_solution.xlsx.xlsx | 11.16 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/4.2 3.9. Population variance known, z-score_exercise.xlsx.xlsx | 10.83 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/4.3 3.9.The-z-table.xlsx.xlsx | 25.58 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/5. Confidence Interval Clarifications.mp4 | 57.03 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/5. Confidence Interval Clarifications.srt | 5.41 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/6. Student's T Distribution.mp4 | 35.44 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/6. Student's T Distribution.srt | 4.13 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/7. Student's T Distribution.html | 165.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/8. Confidence Intervals; Population Variance Unknown; t-score.mp4 | 32.21 MB |
| 18. Statistics - Inferential Statistics Confidence Intervals/8. Confidence Intervals; Population Variance Unknown; t-score.srt | 5.71 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/8.1 3.11. The t-table.xlsx.xlsx | 15.85 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/8.2 3.11. Population variance unknown, t-score_lesson.xlsx.xlsx | 10.78 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/9. Confidence Intervals; Population Variance Unknown; t-score; Exercise.html | 81.00 B |
| 18. Statistics - Inferential Statistics Confidence Intervals/9.1 3.11. Population variance unknown, t-score_exercise_solution.xlsx.xlsx | 11.10 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/9.2 3.11.The-t-table.xlsx.xlsx | 15.85 kB |
| 18. Statistics - Inferential Statistics Confidence Intervals/9.3 3.11. Population variance unknown, t-score_exercise.xlsx.xlsx | 10.62 kB |
| 19. Statistics - Practical Example Inferential Statistics/1. Practical Example Inferential Statistics.mp4 | 102.67 MB |
| 19. Statistics - Practical Example Inferential Statistics/1. Practical Example Inferential Statistics.srt | 13.64 kB |
| 19. Statistics - Practical Example Inferential Statistics/1.1 3.17. Practical example. Confidence intervals_lesson.xlsx.xlsx | 1.74 MB |
| 19. Statistics - Practical Example Inferential Statistics/2. Practical Example Inferential Statistics Exercise.html | 81.00 B |
| 19. Statistics - Practical Example Inferential Statistics/2.1 3.17.Practical-example.Confidence-intervals-exercise.xlsx.xlsx | 1.73 MB |
| 19. Statistics - Practical Example Inferential Statistics/2.2 3.17.Practical-example.Confidence-intervals-exercise-solution.xlsx.xlsx | 1.82 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/1. Data Science and Business Buzzwords Why are there so many.mp4 | 81.41 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/1. Data Science and Business Buzzwords Why are there so many.srt | 6.62 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/10. A Breakdown of our Data Science Infographic.html | 165.00 B |
| 2. The Field of Data Science - The Various Data Science Disciplines/2. Data Science and Business Buzzwords Why are there so many.html | 165.00 B |
| 2. The Field of Data Science - The Various Data Science Disciplines/3. What is the difference between Analysis and Analytics.mp4 | 53.55 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/3. What is the difference between Analysis and Analytics.srt | 5.07 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/4. What is the difference between Analysis and Analytics.html | 165.00 B |
| 2. The Field of Data Science - The Various Data Science Disciplines/5. Business Analytics, Data Analytics, and Data Science An Introduction.mp4 | 64.51 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/5. Business Analytics, Data Analytics, and Data Science An Introduction.srt | 10.63 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/5.1 365_DataScience_Diagram.pdf.pdf | 323.08 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/6. Business Analytics, Data Analytics, and Data Science An Introduction.html | 165.00 B |
| 2. The Field of Data Science - The Various Data Science Disciplines/7. Continuing with BI, ML, and AI.mp4 | 108.99 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/7. Continuing with BI, ML, and AI.srt | 11.87 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/7.1 365_DataScience_Diagram.pdf.pdf | 323.08 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/7.2 365_DataScience.png.png | 6.93 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/8. Continuing with BI, ML, and AI.html | 165.00 B |
| 2. The Field of Data Science - The Various Data Science Disciplines/9. A Breakdown of our Data Science Infographic.mp4 | 67.75 MB |
| 2. The Field of Data Science - The Various Data Science Disciplines/9. A Breakdown of our Data Science Infographic.srt | 5.10 kB |
| 2. The Field of Data Science - The Various Data Science Disciplines/9.1 365_DataScience.png.png | 6.93 MB |
| 20. Statistics - Hypothesis Testing/1. Null vs Alternative Hypothesis.mp4 | 92.05 MB |
| 20. Statistics - Hypothesis Testing/1. Null vs Alternative Hypothesis.srt | 6.97 kB |
| 20. Statistics - Hypothesis Testing/1.1 Course notes_hypothesis_testing.pdf.pdf | 648.20 kB |
| 20. Statistics - Hypothesis Testing/10. p-value.mp4 | 55.87 MB |
| 20. Statistics - Hypothesis Testing/10. p-value.srt | 55.88 MB |
| 20. Statistics - Hypothesis Testing/10.1 Online p-value calculator.pdf.pdf | 1.15 MB |
| 20. Statistics - Hypothesis Testing/11. p-value.html | 165.00 B |
| 20. Statistics - Hypothesis Testing/12. Test for the Mean. Population Variance Unknown.mp4 | 40.25 MB |
| 20. Statistics - Hypothesis Testing/12. Test for the Mean. Population Variance Unknown.srt | 5.73 kB |
| 20. Statistics - Hypothesis Testing/12.1 4.6.Test-for-the-mean.Population-variance-unknown-lesson.xlsx.xlsx | 14.54 kB |
| 20. Statistics - Hypothesis Testing/13. Test for the Mean. Population Variance Unknown Exercise.html | 81.00 B |
| 20. Statistics - Hypothesis Testing/13.1 4.6.Test-for-the-mean.Population-variance-unknown-exercise-solution.xlsx.xlsx | 12.63 kB |
| 20. Statistics - Hypothesis Testing/13.2 4.6.Test-for-the-mean.Population-variance-unknown-exercise.xlsx.xlsx | 11.34 kB |
| 20. Statistics - Hypothesis Testing/14. Test for the Mean. Dependent Samples.mp4 | 50.37 MB |
| 20. Statistics - Hypothesis Testing/14. Test for the Mean. Dependent Samples.srt | 6.26 kB |
| 20. Statistics - Hypothesis Testing/14.1 4.7. Test for the mean. Dependent samples_lesson.xlsx.xlsx | 9.79 kB |
| 20. Statistics - Hypothesis Testing/15. Test for the Mean. Dependent Samples Exercise.html | 81.00 B |
| 20. Statistics - Hypothesis Testing/15.1 4.7. Test for the mean. Dependent samples_exercise_solution.xlsx.xlsx | 14.40 kB |
| 20. Statistics - Hypothesis Testing/15.2 4.7. Test for the mean. Dependent samples_exercise.xlsx.xlsx | 12.80 kB |
| 20. Statistics - Hypothesis Testing/16. Test for the mean. Independent samples (Part 1).mp4 | 33.94 MB |
| 20. Statistics - Hypothesis Testing/16. Test for the mean. Independent samples (Part 1).srt | 5.49 kB |
| 20. Statistics - Hypothesis Testing/16.1 4.8. Test for the mean. Independent samples (Part 1)_lesson.xlsx.xlsx | 9.63 kB |
| 20. Statistics - Hypothesis Testing/17. Test for the mean. Independent samples (Part 1). Exercise.html | 81.00 B |
| 20. Statistics - Hypothesis Testing/17.1 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise.xlsx.xlsx | 10.77 kB |
| 20. Statistics - Hypothesis Testing/17.2 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise-solution.xlsx.xlsx | 11.25 kB |
| 20. Statistics - Hypothesis Testing/18. Test for the mean. Independent samples (Part 2).mp4 | 36.39 MB |
| 20. Statistics - Hypothesis Testing/18. Test for the mean. Independent samples (Part 2).srt | 5.14 kB |
| 20. Statistics - Hypothesis Testing/18.1 4.9. Test for the mean. Independent samples (Part 2)_lesson.xlsx.xlsx | 9.31 kB |
| 20. Statistics - Hypothesis Testing/19. Test for the mean. Independent samples (Part 2).html | 165.00 B |
| 20. Statistics - Hypothesis Testing/2. Further Reading on Null and Alternative Hypothesis.html | 2.29 kB |
| 20. Statistics - Hypothesis Testing/20. Test for the mean. Independent samples (Part 2) Exercise.html | 81.00 B |
| 20. Statistics - Hypothesis Testing/20.1 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2.xlsx.xlsx | 10.54 kB |
| 20. Statistics - Hypothesis Testing/20.2 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2-solution.xlsx.xlsx | 11.39 kB |
| 20. Statistics - Hypothesis Testing/3. Null vs Alternative Hypothesis.html | 165.00 B |
| 20. Statistics - Hypothesis Testing/4. Rejection Region and Significance Level.mp4 | 82.62 MB |
| 20. Statistics - Hypothesis Testing/4. Rejection Region and Significance Level.srt | 8.69 kB |
| 20. Statistics - Hypothesis Testing/4.1 Course notes_hypothesis_testing.pdf.pdf | 648.20 kB |
| 20. Statistics - Hypothesis Testing/5. Rejection Region and Significance Level.html | 165.00 B |
| 20. Statistics - Hypothesis Testing/6. Type I Error and Type II Error.mp4 | 43.93 MB |
| 20. Statistics - Hypothesis Testing/6. Type I Error and Type II Error.srt | 5.67 kB |
| 20. Statistics - Hypothesis Testing/7. Type I Error and Type II Error.html | 165.00 B |
| 20. Statistics - Hypothesis Testing/8. Test for the Mean. Population Variance Known.mp4 | 54.22 MB |
| 20. Statistics - Hypothesis Testing/8. Test for the Mean. Population Variance Known.srt | 8.14 kB |
| 20. Statistics - Hypothesis Testing/8.1 4.4. Test for the mean. Population variance known_lesson.xlsx.xlsx | 10.96 kB |
| 20. Statistics - Hypothesis Testing/9. Test for the Mean. Population Variance Known Exercise.html | 81.00 B |
| 20. Statistics - Hypothesis Testing/9.1 4.4. Test for the mean. Population variance known_exercise_solution.xlsx.xlsx | 11.22 kB |
| 20. Statistics - Hypothesis Testing/9.2 4.4. Test for the mean. Population variance known_exercise.xlsx.xlsx | 11.03 kB |
| 21. Statistics - Practical Example Hypothesis Testing/1. Practical Example Hypothesis Testing.mp4 | 69.49 MB |
| 21. Statistics - Practical Example Hypothesis Testing/1. Practical Example Hypothesis Testing.srt | 8.49 kB |
| 21. Statistics - Practical Example Hypothesis Testing/1.1 4.10.Hypothesis-testing-section-practical-example.xlsx.xlsx | 51.71 kB |
| 21. Statistics - Practical Example Hypothesis Testing/2. Practical Example Hypothesis Testing Exercise.html | 81.00 B |
| 21. Statistics - Practical Example Hypothesis Testing/2.1 4.10.Hypothesis-testing-section-practical-example-exercise-solution.xlsx.xlsx | 44.04 kB |
| 21. Statistics - Practical Example Hypothesis Testing/2.2 4.10. Hypothesis testing section_practical example_exercise.xlsx.xlsx | 43.38 kB |
| 22. Part 4 Introduction to Python/1. Introduction to Programming.mp4 | 58.55 MB |
| 22. Part 4 Introduction to Python/1. Introduction to Programming.srt | 6.90 kB |
| 22. Part 4 Introduction to Python/10. Jupyter's Interface.html | 165.00 B |
| 22. Part 4 Introduction to Python/11. Python 2 vs Python 3.mp4 | 11.27 MB |
| 22. Part 4 Introduction to Python/11. Python 2 vs Python 3.srt | 3.31 kB |
| 22. Part 4 Introduction to Python/11.1 Python Introduction - Course Notes.pdf.pdf | 2.03 MB |
| 22. Part 4 Introduction to Python/2. Introduction to Programming.html | 165.00 B |
| 22. Part 4 Introduction to Python/3. Why Python.mp4 | 75.08 MB |
| 22. Part 4 Introduction to Python/3. Why Python.srt | 75.09 MB |
| 22. Part 4 Introduction to Python/4. Why Python.html | 165.00 B |
| 22. Part 4 Introduction to Python/5. Why Jupyter.mp4 | 44.31 MB |
| 22. Part 4 Introduction to Python/5. Why Jupyter.srt | 88.63 MB |
| 22. Part 4 Introduction to Python/6. Why Jupyter.html | 165.00 B |
| 22. Part 4 Introduction to Python/7. Installing Python and Jupyter.mp4 | 50.99 MB |
| 22. Part 4 Introduction to Python/7. Installing Python and Jupyter.srt | 8.84 kB |
| 22. Part 4 Introduction to Python/8. Understanding Jupyter's Interface - the Notebook Dashboard.mp4 | 13.79 MB |
| 22. Part 4 Introduction to Python/8. Understanding Jupyter's Interface - the Notebook Dashboard.srt | 3.73 kB |
| 22. Part 4 Introduction to Python/9. Prerequisites for Coding in the Jupyter Notebooks.mp4 | 30.58 MB |
| 22. Part 4 Introduction to Python/9. Prerequisites for Coding in the Jupyter Notebooks.srt | 7.79 kB |
| 23. Python - Variables and Data Types/1. Variables.mp4 | 25.30 MB |
| 23. Python - Variables and Data Types/1. Variables.srt | 6.05 kB |
| 23. Python - Variables and Data Types/1.1 Python Introduction - Course Notes.pdf.pdf | 2.03 MB |
| 23. Python - Variables and Data Types/1.2 Variables - Resources.html | 134.00 B |
| 23. Python - Variables and Data Types/2. Variables.html | 165.00 B |
| 23. Python - Variables and Data Types/3. Numbers and Boolean Values in Python.mp4 | 17.06 MB |
| 23. Python - Variables and Data Types/3. Numbers and Boolean Values in Python.srt | 3.68 kB |
| 23. Python - Variables and Data Types/3.1 Numbers and Boolean Values - Resources.html | 134.00 B |
| 23. Python - Variables and Data Types/4. Numbers and Boolean Values in Python.html | 165.00 B |
| 23. Python - Variables and Data Types/5. Python Strings.mp4 | 50.64 MB |
| 23. Python - Variables and Data Types/5. Python Strings.srt | 14.55 kB |
| 23. Python - Variables and Data Types/5.1 Strings - Resources.html | 134.00 B |
| 23. Python - Variables and Data Types/6. Python Strings.html | 165.00 B |
| 24. Python - Basic Python Syntax/1. Using Arithmetic Operators in Python.mp4 | 18.92 MB |
| 24. Python - Basic Python Syntax/1. Using Arithmetic Operators in Python.srt | 4.11 kB |
| 24. Python - Basic Python Syntax/1.1 Arithmetic Operators - Resources.html | 134.00 B |
| 24. Python - Basic Python Syntax/10. Indexing Elements.mp4 | 5.93 MB |
| 24. Python - Basic Python Syntax/10. Indexing Elements.srt | 1.70 kB |
| 24. Python - Basic Python Syntax/10.1 Indexing Elements - Resources.html | 134.00 B |
| 24. Python - Basic Python Syntax/11. Indexing Elements.html | 165.00 B |
| 24. Python - Basic Python Syntax/12. Structuring with Indentation.mp4 | 13.15 MB |
| 24. Python - Basic Python Syntax/12. Structuring with Indentation.srt | 4.68 kB |
| 24. Python - Basic Python Syntax/12.1 Structure Your Code with Indentation - Resources.html | 134.00 B |
| 24. Python - Basic Python Syntax/13. Structuring with Indentation.html | 165.00 B |
| 24. Python - Basic Python Syntax/2. Using Arithmetic Operators in Python.html | 165.00 B |
| 24. Python - Basic Python Syntax/3. The Double Equality Sign.mp4 | 5.99 MB |
| 24. Python - Basic Python Syntax/3. The Double Equality Sign.srt | 1.82 kB |
| 24. Python - Basic Python Syntax/3.1 The Double Equality Sign - Resources.html | 134.00 B |
| 24. Python - Basic Python Syntax/4. The Double Equality Sign.html | 165.00 B |
| 24. Python - Basic Python Syntax/5. How to Reassign Values.mp4 | 4.01 MB |
| 24. Python - Basic Python Syntax/5. How to Reassign Values.srt | 1.29 kB |
| 24. Python - Basic Python Syntax/5.1 Reassign Values - Resources.html | 134.00 B |
| 24. Python - Basic Python Syntax/6. How to Reassign Values.html | 165.00 B |
| 24. Python - Basic Python Syntax/7. Add Comments.mp4 | 11.26 MB |
| 24. Python - Basic Python Syntax/7. Add Comments.srt | 3.87 kB |
| 24. Python - Basic Python Syntax/7.1 Add Comments - Resources.html | 134.00 B |
| 24. Python - Basic Python Syntax/8. Add Comments.html | 165.00 B |
| 24. Python - Basic Python Syntax/9. Understanding Line Continuation.mp4 | 2.35 MB |
| 24. Python - Basic Python Syntax/9. Understanding Line Continuation.srt | 1.13 kB |
| 24. Python - Basic Python Syntax/9.1 Line Continuation - Resources.html | 134.00 B |
| 25. Python - Other Python Operators/1. Comparison Operators.mp4 | 10.17 MB |
| 25. Python - Other Python Operators/1. Comparison Operators.srt | 2.47 kB |
| 25. Python - Other Python Operators/1.1 Comparison Operators - Resources.html | 134.00 B |
| 25. Python - Other Python Operators/2. Comparison Operators.html | 165.00 B |
| 25. Python - Other Python Operators/3. Logical and Identity Operators.mp4 | 30.05 MB |
| 25. Python - Other Python Operators/3. Logical and Identity Operators.srt | 5.77 kB |
| 25. Python - Other Python Operators/3.1 Logical and Identity Operators - Resources.html | 134.00 B |
| 25. Python - Other Python Operators/4. Logical and Identity Operators.html | 165.00 B |
| 26. Python - Conditional Statements/1. The IF Statement.mp4 | 23.24 MB |
| 26. Python - Conditional Statements/1. The IF Statement.srt | 7.60 kB |
| 26. Python - Conditional Statements/1.1 Introduction to the If Statement - Resources.html | 134.00 B |
| 26. Python - Conditional Statements/2. The IF Statement.html | 165.00 B |
| 26. Python - Conditional Statements/3. The ELSE Statement.mp4 | 23.28 MB |
| 26. Python - Conditional Statements/3. The ELSE Statement.srt | 6.28 kB |
| 26. Python - Conditional Statements/3.1 Add an Else Statement - Resources.html | 134.00 B |
| 26. Python - Conditional Statements/4. The ELIF Statement.mp4 | 53.34 MB |
| 26. Python - Conditional Statements/4. The ELIF Statement.srt | 53.35 MB |
| 26. Python - Conditional Statements/4.1 Else if, for Brief - Elif - Resources.html | 134.00 B |
| 26. Python - Conditional Statements/5. A Note on Boolean Values.mp4 | 19.99 MB |
| 26. Python - Conditional Statements/5. A Note on Boolean Values.srt | 6.21 kB |
| 26. Python - Conditional Statements/5.1 A Note on Boolean Values - Resources.html | 134.00 B |
| 26. Python - Conditional Statements/6. A Note on Boolean Values.html | 165.00 B |
| 27. Python - Python Functions/1. Defining a Function in Python.mp4 | 14.75 MB |
| 27. Python - Python Functions/1. Defining a Function in Python.srt | 5.32 kB |
| 27. Python - Python Functions/1.1 Defining a Function in Python - Resources.html | 134.00 B |
| 27. Python - Python Functions/2. How to Create a Function with a Parameter.mp4 | 38.10 MB |
| 27. Python - Python Functions/2. How to Create a Function with a Parameter.srt | 8.98 kB |
| 27. Python - Python Functions/2.1 Creating a Function with a Parameter - Resources.html | 134.00 B |
| 27. Python - Python Functions/3. Defining a Function in Python - Part II.mp4 | 25.24 MB |
| 27. Python - Python Functions/3. Defining a Function in Python - Part II.srt | 25.25 MB |
| 27. Python - Python Functions/3.1 Another Way to Define a Function - Resources.html | 134.00 B |
| 27. Python - Python Functions/4. How to Use a Function within a Function.mp4 | 8.14 MB |
| 27. Python - Python Functions/4. How to Use a Function within a Function.srt | 2.03 kB |
| 27. Python - Python Functions/4.1 Using a Function in Another Function - Resources.html | 134.00 B |
| 27. Python - Python Functions/5. Conditional Statements and Functions.mp4 | 15.68 MB |
| 27. Python - Python Functions/5. Conditional Statements and Functions.srt | 3.51 kB |
| 27. Python - Python Functions/5.1 Combining Conditional Statements and Functions - Resources.html | 134.00 B |
| 27. Python - Python Functions/6. Functions Containing a Few Arguments.mp4 | 14.72 MB |
| 27. Python - Python Functions/6. Functions Containing a Few Arguments.srt | 3.00 kB |
| 27. Python - Python Functions/6.1 Creating Functions Containing a Few Arguments - Resources.html | 134.00 B |
| 27. Python - Python Functions/7. Built-in Functions in Python.mp4 | 22.02 MB |
| 27. Python - Python Functions/7. Built-in Functions in Python.srt | 4.21 kB |
| 27. Python - Python Functions/7.1 Notable Built-In Functions in Python - Resources.html | 134.00 B |
| 27. Python - Python Functions/8. Python Functions.html | 165.00 B |
| 28. Python - Sequences/1. Lists.mp4 | 37.80 MB |
| 28. Python - Sequences/1. Lists.srt | 9.83 kB |
| 28. Python - Sequences/1.1 Lists - Resources.html | 134.00 B |
| 28. Python - Sequences/2. Lists.html | 165.00 B |
| 28. Python - Sequences/3. Using Methods.mp4 | 37.59 MB |
| 28. Python - Sequences/3. Using Methods.srt | 8.36 kB |
| 28. Python - Sequences/3.1 Help Yourself with Methods - Resources.html | 134.00 B |
| 28. Python - Sequences/4. Using Methods.html | 165.00 B |
| 28. Python - Sequences/5. List Slicing.mp4 | 30.76 MB |
| 28. Python - Sequences/5. List Slicing.srt | 5.55 kB |
| 28. Python - Sequences/5.1 List Slicing - Resources.html | 134.00 B |
| 28. Python - Sequences/6. Tuples.mp4 | 29.50 MB |
| 28. Python - Sequences/6. Tuples.srt | 6.92 kB |
| 28. Python - Sequences/6.1 Tuples - Resources.html | 134.00 B |
| 28. Python - Sequences/7. Dictionaries.mp4 | 41.69 MB |
| 28. Python - Sequences/7. Dictionaries.srt | 8.43 kB |
| 28. Python - Sequences/7.1 Dictionaries - Resources.html | 134.00 B |
| 28. Python - Sequences/8. Dictionaries.html | 165.00 B |
| 29. Python - Iterations/1. For Loops.mp4 | 23.60 MB |
| 29. Python - Iterations/1. For Loops.srt | 6.58 kB |
| 29. Python - Iterations/1.1 For Loops - Resources.html | 134.00 B |
| 29. Python - Iterations/2. For Loops.html | 165.00 B |
| 29. Python - Iterations/3. While Loops and Incrementing.mp4 | 28.44 MB |
| 29. Python - Iterations/3. While Loops and Incrementing.srt | 5.90 kB |
| 29. Python - Iterations/3.1 While Loops and Incrementing - Resources.html | 134.00 B |
| 29. Python - Iterations/4. Lists with the range() Function.mp4 | 25.79 MB |
| 29. Python - Iterations/4. Lists with the range() Function.srt | 7.66 kB |
| 29. Python - Iterations/4.1 Create Lists with the range() Function - Resources.html | 134.00 B |
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| 29. Python - Iterations/6. Conditional Statements and Loops.mp4 | 27.76 MB |
| 29. Python - Iterations/6. Conditional Statements and Loops.srt | 7.46 kB |
| 29. Python - Iterations/6.1 Use Conditional Statements and Loops Together - Resources.html | 134.00 B |
| 29. Python - Iterations/7. Conditional Statements, Functions, and Loops.mp4 | 9.48 MB |
| 29. Python - Iterations/7. Conditional Statements, Functions, and Loops.srt | 2.41 kB |
| 29. Python - Iterations/7.1 All In - Conditional Statements, Functions, and Loops - Resources.html | 134.00 B |
| 29. Python - Iterations/8. How to Iterate over Dictionaries.mp4 | 29.66 MB |
| 29. Python - Iterations/8. How to Iterate over Dictionaries.srt | 7.93 kB |
| 29. Python - Iterations/8.1 Iterating over Dictionaries - Resources.html | 134.00 B |
| 3. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 | 126.88 MB |
| 3. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.srt | 8.99 kB |
| 3. The Field of Data Science - Connecting the Data Science Disciplines/2. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.html | 165.00 B |
| 30. Python - Advanced Python Tools/1. Object Oriented Programming.mp4 | 33.60 MB |
| 30. Python - Advanced Python Tools/1. Object Oriented Programming.srt | 6.10 kB |
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| 30. Python - Advanced Python Tools/3. Modules and Packages.mp4 | 8.51 MB |
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| 30. Python - Advanced Python Tools/4. Modules and Packages.html | 165.00 B |
| 30. Python - Advanced Python Tools/5. What is the Standard Library.mp4 | 18.03 MB |
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| 30. Python - Advanced Python Tools/6. What is the Standard Library.html | 165.00 B |
| 30. Python - Advanced Python Tools/7. Importing Modules in Python.mp4 | 19.93 MB |
| 30. Python - Advanced Python Tools/7. Importing Modules in Python.srt | 4.81 kB |
| 30. Python - Advanced Python Tools/8. Importing Modules in Python.html | 165.00 B |
| 31. Part 5 Advanced Statistical Methods in Python/1. Introduction to Regression Analysis.mp4 | 17.33 MB |
| 31. Part 5 Advanced Statistical Methods in Python/1. Introduction to Regression Analysis.srt | 2.21 kB |
| 31. Part 5 Advanced Statistical Methods in Python/2. Introduction to Regression Analysis.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/1. The Linear Regression Model.mp4 | 57.38 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/1. The Linear Regression Model.srt | 7.06 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/10. Using Seaborn for Graphs.mp4 | 12.24 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/10. Using Seaborn for Graphs.srt | 1.48 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/11. How to Interpret the Regression Table.mp4 | 44.65 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/11. How to Interpret the Regression Table.srt | 6.30 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/12. How to Interpret the Regression Table.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/13. Decomposition of Variability.mp4 | 49.66 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/13. Decomposition of Variability.srt | 4.17 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/14. Decomposition of Variability.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/15. What is the OLS.mp4 | 28.31 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/15. What is the OLS.srt | 3.82 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/16. What is the OLS.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/17. R-Squared.mp4 | 41.03 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/17. R-Squared.srt | 6.57 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/18. R-Squared.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/2. The Linear Regression Model.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/3. Correlation vs Regression.mp4 | 14.73 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/3. Correlation vs Regression.srt | 2.10 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/4. Correlation vs Regression.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/5. Geometrical Representation of the Linear Regression Model.mp4 | 5.13 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/5. Geometrical Representation of the Linear Regression Model.srt | 1.64 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/6. Geometrical Representation of the Linear Regression Model.html | 165.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/7. Python Packages Installation.mp4 | 40.59 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/7. Python Packages Installation.srt | 19.18 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/8. First Regression in Python.mp4 | 44.56 MB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/8. First Regression in Python.srt | 7.91 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/8.1 First regression in Python.html | 134.00 B |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/9. First Regression in Python Exercise.html | 1.33 kB |
| 32. Advanced Statistical Methods - Linear regression with StatsModels/9.1 First regression in Python - Exercise.html | 134.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/1. Multiple Linear Regression.mp4 | 21.52 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/1. Multiple Linear Regression.srt | 3.35 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/10. A1 Linearity.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/11. A2 No Endogeneity.mp4 | 35.67 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/11. A2 No Endogeneity.srt | 5.24 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/12. A2 No Endogeneity.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/13. A3 Normality and Homoscedasticity.mp4 | 42.70 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/13. A3 Normality and Homoscedasticity.srt | 6.67 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/14. A4 No Autocorrelation.mp4 | 31.51 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/14. A4 No Autocorrelation.srt | 4.90 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/15. A4 No autocorrelation.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/16. A5 No Multicollinearity.mp4 | 28.71 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/16. A5 No Multicollinearity.srt | 4.62 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/17. A5 No Multicollinearity.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/18. Dealing with Categorical Data - Dummy Variables.mp4 | 55.67 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/18. Dealing with Categorical Data - Dummy Variables.srt | 8.15 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/18.1 Dealing with categorical data.html | 134.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/19. Dealing with Categorical Data - Dummy Variables.html | 76.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/19.1 Dealing with categorical data.html | 134.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/2. Multiple Linear Regression.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/20. Making Predictions with the Linear Regression.mp4 | 24.69 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/20. Making Predictions with the Linear Regression.srt | 4.44 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/20.1 Making predictions.html | 134.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/3. Adjusted R-Squared.mp4 | 54.84 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/3. Adjusted R-Squared.srt | 7.53 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/3.1 Adjusted R-squared.html | 134.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/4. Adjusted R-Squared.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/5. Multiple Linear Regression Exercise.html | 76.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/5.1 Multiple linear regression - exercise.html | 134.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/6. Test for Significance of the Model (F-Test).mp4 | 16.43 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/6. Test for Significance of the Model (F-Test).srt | 2.55 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/7. OLS Assumptions.mp4 | 21.86 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/7. OLS Assumptions.srt | 3.03 kB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/8. OLS Assumptions.html | 165.00 B |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/9. A1 Linearity.mp4 | 12.61 MB |
| 33. Advanced Statistical Methods - Multiple Linear Regression with StatsModels/9. A1 Linearity.srt | 2.36 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/1. What is sklearn and How is it Different from Other Packages.mp4 | 27.26 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/1. What is sklearn and How is it Different from Other Packages.srt | 3.42 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/10. Feature Selection (F-regression).mp4 | 29.52 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/10. Feature Selection (F-regression).srt | 29.52 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/10.1 Feature selection.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/11. A Note on Calculation of P-values with sklearn.html | 372.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/11.1 Calculation of P-values.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/12. Creating a Summary Table with p-values.mp4 | 12.30 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/12. Creating a Summary Table with p-values.srt | 12.32 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/12.1 Summary table with p-values.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/13. Multiple Linear Regression - Exercise.html | 76.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/13.1 Multiple linear regression - Exercise.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/14. Feature Scaling (Standardization).mp4 | 39.08 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/14. Feature Scaling (Standardization).srt | 7.11 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/14.1 Feature scaling.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/15. Feature Selection through Standardization of Weights.mp4 | 34.89 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/15. Feature Selection through Standardization of Weights.srt | 7.26 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/15.1 Feature scaling standardization.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/16. Predicting with the Standardized Coefficients.mp4 | 25.97 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/16. Predicting with the Standardized Coefficients.srt | 5.59 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/16.1 Predicting with the Standardized Cofficients.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/17. Feature Scaling (Standardization) - Exercise.html | 76.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/17.1 Feature scaling - exercise.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/18. Underfitting and Overfitting.mp4 | 16.95 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/18. Underfitting and Overfitting.srt | 3.45 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/19. Train - Test Split Explained.mp4 | 49.17 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/19. Train - Test Split Explained.srt | 9.59 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/19.1 Train - Test split explained.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/2. How are Going to Approach this Section.mp4 | 19.41 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/2. How are Going to Approach this Section.srt | 2.92 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/3. Simple Linear Regression with sklearn.mp4 | 34.78 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/3. Simple Linear Regression with sklearn.srt | 7.33 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/3.1 Simple Linear Regression with sklearn with Comments.html | 170.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/3.2 Simple Linear Regression with sklearn.html | 156.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/3.3 1.01. Simple linear regression.csv.csv | 922.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/4. Simple Linear Regression with sklearn - A StatsModels-like Summary Table.mp4 | 32.01 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/4. Simple Linear Regression with sklearn - A StatsModels-like Summary Table.srt | 6.69 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/4.1 Simple Linear Regression with sklearn.html | 156.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/4.2 1.01. Simple linear regression.csv.csv | 922.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/4.3 Simple Linear Regression with sklearn with Comments.html | 170.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/5. A Note on Normalization.html | 733.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/6. Simple Linear Regression with sklearn - Exercise.html | 76.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/6.1 Simple linear regression with sklearn.html | 134.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/7. Multiple Linear Regression with sklearn.mp4 | 20.07 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/7. Multiple Linear Regression with sklearn.srt | 4.17 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/7.1 Multiple Linear Regression with sklearn.html | 158.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/7.2 1.02. Multiple linear regression.csv.csv | 1.07 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/7.3 Multiple Linear Regression with sklearn with Comments.html | 172.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/8. Calculating the Adjusted R-Squared in sklearn.mp4 | 30.88 MB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/8. Calculating the Adjusted R-Squared in sklearn.srt | 6.27 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/8.1 Multiple Linear Regression and Adjusted R-squared with Comments.html | 201.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/8.2 Multiple Linear Regression and Adjusted R-squared.html | 187.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/8.3 1.02. Multiple linear regression.csv.csv | 1.07 kB |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/9. Calculating the Adjusted R-Squared in sklearn - Exercise.html | 76.00 B |
| 34. Advanced Statistical Methods - Linear Regression with sklearn/9.1 Calculating the Adjusted R-Squared.html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/1. Practical Example Linear Regression (Part 1).mp4 | 97.08 MB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/1. Practical Example Linear Regression (Part 1).srt | 14.86 kB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/1.1 sklearn - Linear Regression - Practical Example (Part 1).html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/2. Practical Example Linear Regression (Part 2).mp4 | 46.01 MB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/2. Practical Example Linear Regression (Part 2).srt | 8.03 kB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/2.1 sklearn - Linear Regression - Practical Example (Part 2).html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/3. A Note on Multicollinearity.html | 849.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/4. Practical Example Linear Regression (Part 3).mp4 | 23.69 MB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/4. Practical Example Linear Regression (Part 3).srt | 4.12 kB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/4.1 sklearn - Linear Regression - Practical Example (Part 3).html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/5. Dummies and Variance Inflation Factor - Exercise.html | 76.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/5.1 Dummies and VIF - Exercise and Solution.html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/6. Practical Example Linear Regression (Part 4).mp4 | 56.05 MB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/6. Practical Example Linear Regression (Part 4).srt | 11.49 kB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/6.1 sklearn - Linear Regression - Practical Example (Part 4).html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/7. Dummy Variables - Exercise.html | 713.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/8. Practical Example Linear Regression (Part 5).mp4 | 57.89 MB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/8. Practical Example Linear Regression (Part 5).srt | 10.59 kB |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/8.1 sklearn - Linear Regression - Practical Example (Part 5).html | 134.00 B |
| 35. Advanced Statistical Methods - Practical Example Linear Regression/9. Linear Regression - Exercise.html | 503.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/1. Introduction to Logistic Regression.mp4 | 27.07 MB |
| 36. Advanced Statistical Methods - Logistic Regression/1. Introduction to Logistic Regression.srt | 1.61 kB |
| 36. Advanced Statistical Methods - Logistic Regression/10. Binary Predictors in a Logistic Regression.mp4 | 38.44 MB |
| 36. Advanced Statistical Methods - Logistic Regression/10. Binary Predictors in a Logistic Regression.srt | 5.41 kB |
| 36. Advanced Statistical Methods - Logistic Regression/10.1 Binary predictors.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/11. Binary Predictors in a Logistic Regression - Exercise.html | 87.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/11.1 Binary predictors - exercise.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/11.2 Bank_data.csv.csv | 19.55 kB |
| 36. Advanced Statistical Methods - Logistic Regression/12. Calculating the Accuracy of the Model.mp4 | 32.85 MB |
| 36. Advanced Statistical Methods - Logistic Regression/12. Calculating the Accuracy of the Model.srt | 4.13 kB |
| 36. Advanced Statistical Methods - Logistic Regression/12.1 Accuracy.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/13. Calculating the Accuracy of the Model.html | 87.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/13.1 Bank_data.csv.csv | 19.55 kB |
| 36. Advanced Statistical Methods - Logistic Regression/13.2 Accuracy of the model - exercise.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/14. Underfitting and Overfitting.mp4 | 22.30 MB |
| 36. Advanced Statistical Methods - Logistic Regression/14. Underfitting and Overfitting.srt | 4.97 kB |
| 36. Advanced Statistical Methods - Logistic Regression/15. Testing the Model.mp4 | 32.28 MB |
| 36. Advanced Statistical Methods - Logistic Regression/15. Testing the Model.srt | 6.55 kB |
| 36. Advanced Statistical Methods - Logistic Regression/15.1 Testing the model.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/16. Testing the Model - Exercise.html | 87.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/16.1 Testing the model - exercise.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/16.2 Bank_data.csv.csv | 19.55 kB |
| 36. Advanced Statistical Methods - Logistic Regression/16.3 Bank_data_testing.csv.csv | 8.30 kB |
| 36. Advanced Statistical Methods - Logistic Regression/2. A Simple Example in Python.mp4 | 34.69 MB |
| 36. Advanced Statistical Methods - Logistic Regression/2. A Simple Example in Python.srt | 5.79 kB |
| 36. Advanced Statistical Methods - Logistic Regression/2.1 A simple example in Python.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/3. Logistic vs Logit Function.mp4 | 86.49 MB |
| 36. Advanced Statistical Methods - Logistic Regression/3. Logistic vs Logit Function.srt | 4.88 kB |
| 36. Advanced Statistical Methods - Logistic Regression/4. Building a Logistic Regression.mp4 | 17.11 MB |
| 36. Advanced Statistical Methods - Logistic Regression/4. Building a Logistic Regression.srt | 3.28 kB |
| 36. Advanced Statistical Methods - Logistic Regression/4.1 Building a logistic regression.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/5. Building a Logistic Regression - Exercise.html | 87.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/5.1 Example_bank_data.csv.csv | 6.21 kB |
| 36. Advanced Statistical Methods - Logistic Regression/5.2 Building a logistic regression.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/6. An Invaluable Coding Tip.mp4 | 23.05 MB |
| 36. Advanced Statistical Methods - Logistic Regression/6. An Invaluable Coding Tip.srt | 3.20 kB |
| 36. Advanced Statistical Methods - Logistic Regression/7. Understanding Logistic Regression Tables.mp4 | 30.56 MB |
| 36. Advanced Statistical Methods - Logistic Regression/7. Understanding Logistic Regression Tables.srt | 5.56 kB |
| 36. Advanced Statistical Methods - Logistic Regression/8. Understanding Logistic Regression Tables - Exercise.html | 87.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/8.1 Understanding logistic regression.html | 134.00 B |
| 36. Advanced Statistical Methods - Logistic Regression/8.2 Bank_data.csv.csv | 19.55 kB |
| 36. Advanced Statistical Methods - Logistic Regression/9. What do the Odds Actually Mean.mp4 | 32.28 MB |
| 36. Advanced Statistical Methods - Logistic Regression/9. What do the Odds Actually Mean.srt | 4.79 kB |
| 37. Advanced Statistical Methods - Cluster Analysis/1. Introduction to Cluster Analysis.mp4 | 53.42 MB |
| 37. Advanced Statistical Methods - Cluster Analysis/1. Introduction to Cluster Analysis.srt | 4.80 kB |
| 37. Advanced Statistical Methods - Cluster Analysis/2. Some Examples of Clusters.mp4 | 71.53 MB |
| 37. Advanced Statistical Methods - Cluster Analysis/2. Some Examples of Clusters.srt | 6.24 kB |
| 37. Advanced Statistical Methods - Cluster Analysis/3. Difference between Classification and Clustering.mp4 | 36.16 MB |
| 37. Advanced Statistical Methods - Cluster Analysis/3. Difference between Classification and Clustering.srt | 3.28 kB |
| 37. Advanced Statistical Methods - Cluster Analysis/4. Math Prerequisites.mp4 | 14.56 MB |
| 37. Advanced Statistical Methods - Cluster Analysis/4. Math Prerequisites.srt | 4.05 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/1. K-Means Clustering.mp4 | 27.29 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/1. K-Means Clustering.srt | 6.67 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/10. Relationship between Clustering and Regression.mp4 | 9.93 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/10. Relationship between Clustering and Regression.srt | 2.18 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/11. Market Segmentation with Cluster Analysis (Part 1).mp4 | 43.01 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/11. Market Segmentation with Cluster Analysis (Part 1).srt | 7.53 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/11.1 Market segmentation.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/12. Market Segmentation with Cluster Analysis (Part 2).mp4 | 56.12 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/12. Market Segmentation with Cluster Analysis (Part 2).srt | 9.18 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/12.1 Market segmentation.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/13. How is Clustering Useful.mp4 | 74.45 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/13. How is Clustering Useful.srt | 6.39 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/14. EXERCISE Species Segmentation with Cluster Analysis (Part 1).html | 87.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/14.1 iris_dataset.csv.csv | 2.40 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/14.2 Exercise - part 1.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/15. EXERCISE Species Segmentation with Cluster Analysis (Part 2).html | 87.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/15.1 iris_dataset.csv.csv | 2.40 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/15.2 iris_with_answers.csv.csv | 3.63 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/15.3 Exercise - part 2.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/2. A Simple Example of Clustering.mp4 | 51.82 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/2. A Simple Example of Clustering.srt | 9.59 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/2.1 Example of clustering.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/3. A Simple Example of Clustering - Exercise.html | 87.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/3.1 A simple example of clustering.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/3.2 Countries_exercise.csv.csv | 8.27 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/4. Clustering Categorical Data.mp4 | 21.23 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/4. Clustering Categorical Data.srt | 3.24 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/4.1 Clustering categorical data.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/5. Clustering Categorical Data - Exercise.html | 87.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/5.1 Categorical.csv.csv | 10.34 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/5.2 Clustering categorical data.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/6. How to Choose the Number of Clusters.mp4 | 44.14 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/6. How to Choose the Number of Clusters.srt | 7.37 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/6.1 How to choose the number of clusters.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/7. How to Choose the Number of Clusters - Exercise.html | 87.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/7.1 Countries_exercise.csv.csv | 8.27 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/7.2 How to choose the number of clusters.html | 134.00 B |
| 38. Advanced Statistical Methods - K-Means Clustering/8. Pros and Cons of K-Means Clustering.mp4 | 37.70 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/8. Pros and Cons of K-Means Clustering.srt | 4.61 kB |
| 38. Advanced Statistical Methods - K-Means Clustering/9. To Standardize or not to Standardize.mp4 | 30.11 MB |
| 38. Advanced Statistical Methods - K-Means Clustering/9. To Standardize or not to Standardize.srt | 5.88 kB |
| 39. Advanced Statistical Methods - Other Types of Clustering/1. Types of Clustering.mp4 | 44.58 MB |
| 39. Advanced Statistical Methods - Other Types of Clustering/1. Types of Clustering.srt | 4.66 kB |
| 39. Advanced Statistical Methods - Other Types of Clustering/2. Dendrogram.mp4 | 29.07 MB |
| 39. Advanced Statistical Methods - Other Types of Clustering/2. Dendrogram.srt | 7.36 kB |
| 39. Advanced Statistical Methods - Other Types of Clustering/3. Heatmaps.mp4 | 29.62 MB |
| 39. Advanced Statistical Methods - Other Types of Clustering/3. Heatmaps.srt | 6.34 kB |
| 39. Advanced Statistical Methods - Other Types of Clustering/3.1 Heatmaps.html | 134.00 B |
| 4. The Field of Data Science - The Benefits of Each Discipline/1. The Reason behind these Disciplines.mp4 | 81.19 MB |
| 4. The Field of Data Science - The Benefits of Each Discipline/1. The Reason behind these Disciplines.srt | 6.50 kB |
| 4. The Field of Data Science - The Benefits of Each Discipline/2. The Reason behind these Disciplines.html | 165.00 B |
| 40. Part 6 Mathematics/1. What is a matrix.mp4 | 33.59 MB |
| 40. Part 6 Mathematics/1. What is a matrix.srt | 4.34 kB |
| 40. Part 6 Mathematics/10. Addition and Subtraction of Matrices.mp4 | 32.61 MB |
| 40. Part 6 Mathematics/10. Addition and Subtraction of Matrices.srt | 4.04 kB |
| 40. Part 6 Mathematics/10.1 Addition and Subtraction of Matrices Python Notebook.html | 178.00 B |
| 40. Part 6 Mathematics/11. Addition and Subtraction of Matrices.html | 165.00 B |
| 40. Part 6 Mathematics/12. Errors when Adding Matrices.mp4 | 11.17 MB |
| 40. Part 6 Mathematics/12. Errors when Adding Matrices.srt | 2.57 kB |
| 40. Part 6 Mathematics/12.1 Errors when Adding Matrices Python Notebook.html | 220.00 B |
| 40. Part 6 Mathematics/13. Transpose of a Matrix.mp4 | 38.08 MB |
| 40. Part 6 Mathematics/13. Transpose of a Matrix.srt | 5.37 kB |
| 40. Part 6 Mathematics/13.1 Transpose of a Matrix Python Notebook.html | 167.00 B |
| 40. Part 6 Mathematics/14. Dot Product.mp4 | 24.00 MB |
| 40. Part 6 Mathematics/14. Dot Product.srt | 4.26 kB |
| 40. Part 6 Mathematics/14.1 Dot Product Python Notebook.html | 154.00 B |
| 40. Part 6 Mathematics/15. Dot Product of Matrices.mp4 | 49.43 MB |
| 40. Part 6 Mathematics/15. Dot Product of Matrices.srt | 9.52 kB |
| 40. Part 6 Mathematics/15.1 Dot Product of Matrices Python Notebook.html | 171.00 B |
| 40. Part 6 Mathematics/16. Why is Linear Algebra Useful.mp4 | 144.33 MB |
| 40. Part 6 Mathematics/16. Why is Linear Algebra Useful.srt | 11.79 kB |
| 40. Part 6 Mathematics/2. What is a Matrix.html | 165.00 B |
| 40. Part 6 Mathematics/3. Scalars and Vectors.mp4 | 33.85 MB |
| 40. Part 6 Mathematics/3. Scalars and Vectors.srt | 3.78 kB |
| 40. Part 6 Mathematics/4. Scalars and Vectors.html | 165.00 B |
| 40. Part 6 Mathematics/5. Linear Algebra and Geometry.mp4 | 49.79 MB |
| 40. Part 6 Mathematics/5. Linear Algebra and Geometry.srt | 4.09 kB |
| 40. Part 6 Mathematics/6. Linear Algebra and Geometry.html | 165.00 B |
| 40. Part 6 Mathematics/7. Arrays in Python - A Convenient Way To Represent Matrices.mp4 | 26.67 MB |
| 40. Part 6 Mathematics/7. Arrays in Python - A Convenient Way To Represent Matrices.srt | 6.13 kB |
| 40. Part 6 Mathematics/7.1 Arrays in Python Notebook.html | 181.00 B |
| 40. Part 6 Mathematics/8. What is a Tensor.mp4 | 22.52 MB |
| 40. Part 6 Mathematics/8. What is a Tensor.srt | 3.61 kB |
| 40. Part 6 Mathematics/8.1 Tensors Notebook.html | 148.00 B |
| 40. Part 6 Mathematics/9. What is a Tensor.html | 165.00 B |
| 41. Part 7 Deep Learning/1. What to Expect from this Part.mp4 | 31.10 MB |
| 41. Part 7 Deep Learning/1. What to Expect from this Part.srt | 4.63 kB |
| 41. Part 7 Deep Learning/2. What is Machine Learning.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/1. Introduction to Neural Networks.mp4 | 42.92 MB |
| 42. Deep Learning - Introduction to Neural Networks/1. Introduction to Neural Networks.srt | 5.90 kB |
| 42. Deep Learning - Introduction to Neural Networks/1.1 Course Notes - Section 2.pdf.pdf | 578.08 kB |
| 42. Deep Learning - Introduction to Neural Networks/10. The Linear Model with Multiple Inputs.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/11. The Linear model with Multiple Inputs and Multiple Outputs.mp4 | 38.32 MB |
| 42. Deep Learning - Introduction to Neural Networks/11. The Linear model with Multiple Inputs and Multiple Outputs.srt | 5.46 kB |
| 42. Deep Learning - Introduction to Neural Networks/12. The Linear model with Multiple Inputs and Multiple Outputs.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/13. Graphical Representation of Simple Neural Networks.mp4 | 22.64 MB |
| 42. Deep Learning - Introduction to Neural Networks/13. Graphical Representation of Simple Neural Networks.srt | 2.69 kB |
| 42. Deep Learning - Introduction to Neural Networks/14. Graphical Representation of Simple Neural Networks.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/15. What is the Objective Function.mp4 | 17.92 MB |
| 42. Deep Learning - Introduction to Neural Networks/15. What is the Objective Function.srt | 2.12 kB |
| 42. Deep Learning - Introduction to Neural Networks/16. What is the Objective Function.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/17. Common Objective Functions L2-norm Loss.mp4 | 23.28 MB |
| 42. Deep Learning - Introduction to Neural Networks/17. Common Objective Functions L2-norm Loss.srt | 2.77 kB |
| 42. Deep Learning - Introduction to Neural Networks/18. Common Objective Functions L2-norm Loss.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/19. Common Objective Functions Cross-Entropy Loss.mp4 | 37.25 MB |
| 42. Deep Learning - Introduction to Neural Networks/19. Common Objective Functions Cross-Entropy Loss.srt | 5.25 kB |
| 42. Deep Learning - Introduction to Neural Networks/2. Introduction to Neural Networks.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/20. Common Objective Functions Cross-Entropy Loss.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.mp4 | 55.63 MB |
| 42. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.srt | 8.47 kB |
| 42. Deep Learning - Introduction to Neural Networks/21.1 GD-function-example.xlsx.xlsx | 42.33 kB |
| 42. Deep Learning - Introduction to Neural Networks/22. Optimization Algorithm 1-Parameter Gradient Descent.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.mp4 | 39.43 MB |
| 42. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.srt | 7.53 kB |
| 42. Deep Learning - Introduction to Neural Networks/24. Optimization Algorithm n-Parameter Gradient Descent.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/3. Training the Model.mp4 | 28.71 MB |
| 42. Deep Learning - Introduction to Neural Networks/3. Training the Model.srt | 4.28 kB |
| 42. Deep Learning - Introduction to Neural Networks/3.1 Course Notes - Section 2.pdf.pdf | 578.08 kB |
| 42. Deep Learning - Introduction to Neural Networks/4. Training the Model.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/5. Types of Machine Learning.mp4 | 45.10 MB |
| 42. Deep Learning - Introduction to Neural Networks/5. Types of Machine Learning.srt | 5.23 kB |
| 42. Deep Learning - Introduction to Neural Networks/6. Types of Machine Learning.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).mp4 | 28.45 MB |
| 42. Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).srt | 3.88 kB |
| 42. Deep Learning - Introduction to Neural Networks/8. The Linear Model.html | 165.00 B |
| 42. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.mp4 | 25.11 MB |
| 42. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.srt | 3.09 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1. Basic NN Example (Part 1).mp4 | 20.60 MB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1. Basic NN Example (Part 1).srt | 4.46 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.1 Bais NN Example Part 1.html | 136.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.2 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/2. Basic NN Example (Part 2).mp4 | 34.94 MB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/2. Basic NN Example (Part 2).srt | 6.79 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/2.1 Basic NN Example (Part 2).html | 136.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/3. Basic NN Example (Part 3).mp4 | 24.40 MB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/3. Basic NN Example (Part 3).srt | 4.46 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/3.1 Basic NN Example (Part 3).html | 136.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/4. Basic NN Example (Part 4).mp4 | 61.13 MB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/4. Basic NN Example (Part 4).srt | 10.86 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/4.1 Basic NN Example (Part 4).html | 145.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5. Basic NN Example Exercises.html | 1.66 kB |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.1 Basic NN Example Exercise 3b Solution.html | 154.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.10 Basic NN Example Exercise 5 Solution.html | 149.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.2 Basic NN Example Exercise 1 Solution.html | 149.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.3 Basic NN Example Exercise 3a Solution.html | 154.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.4 Basic NN Example Exercise 3d Solution.html | 154.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.5 Basic NN Example Exercise 3c Solution.html | 154.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.6 Basic NN Example (All Exercises).html | 143.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.7 Basic NN Example Exercise 4 Solution.html | 149.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.8 Basic NN Example Exercise 6 Solution.html | 149.00 B |
| 43. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.9 Basic NN Example Exercise 2 Solution.html | 149.00 B |
| 44. Deep Learning - TensorFlow 2.0 Introduction/1. How to Install TensorFlow 2.0.mp4 | 38.76 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/1. How to Install TensorFlow 2.0.srt | 6.38 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/1.1 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/2. TensorFlow Outline and Comparison with Other Libraries.mp4 | 33.51 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/2. TensorFlow Outline and Comparison with Other Libraries.srt | 5.24 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/3. TensorFlow 1 vs TensorFlow 2.mp4 | 21.99 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/3. TensorFlow 1 vs TensorFlow 2.srt | 3.63 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/4. A Note on TensorFlow 2 Syntax.mp4 | 6.75 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/4. A Note on TensorFlow 2 Syntax.srt | 1.36 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/4.1 A note on TensorFlow 2 Syntax.html | 134.00 B |
| 44. Deep Learning - TensorFlow 2.0 Introduction/5. Types of File Formats Supporting TensorFlow.mp4 | 16.40 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/5. Types of File Formats Supporting TensorFlow.srt | 3.50 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/5.1 Types of File Formats.html | 134.00 B |
| 44. Deep Learning - TensorFlow 2.0 Introduction/6. Outlining the Model with TensorFlow 2.mp4 | 34.69 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/6. Outlining the Model with TensorFlow 2.srt | 7.83 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/6.1 Outlining the Model.html | 134.00 B |
| 44. Deep Learning - TensorFlow 2.0 Introduction/7. Interpreting the Result and Extracting the Weights and Bias.mp4 | 30.27 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/7. Interpreting the Result and Extracting the Weights and Bias.srt | 6.23 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/7.1 Interpreting the Result.html | 134.00 B |
| 44. Deep Learning - TensorFlow 2.0 Introduction/8. Customizing a TensorFlow 2 Model.mp4 | 22.91 MB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/8. Customizing a TensorFlow 2 Model.srt | 4.11 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/8.1 Customizing a TensorFlow 2 Model.html | 134.00 B |
| 44. Deep Learning - TensorFlow 2.0 Introduction/9. Basic NN with TensorFlow Exercises.html | 1.29 kB |
| 44. Deep Learning - TensorFlow 2.0 Introduction/9.1 Basic NN with TensorFlow.html | 134.00 B |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/1. What is a Layer.mp4 | 12.50 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/1. What is a Layer.srt | 2.39 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/1.1 Course Notes - Section 6.pdf.pdf | 936.42 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/2. What is a Deep Net.mp4 | 29.53 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/2. What is a Deep Net.srt | 3.24 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/2.1 Course Notes - Section 6.pdf.pdf | 936.42 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/3. Digging into a Deep Net.mp4 | 59.36 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/3. Digging into a Deep Net.srt | 6.70 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/4. Non-Linearities and their Purpose.mp4 | 27.68 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/4. Non-Linearities and their Purpose.srt | 3.88 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/5. Activation Functions.mp4 | 25.09 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/5. Activation Functions.srt | 5.25 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/6. Activation Functions Softmax Activation.mp4 | 25.92 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/6. Activation Functions Softmax Activation.srt | 4.46 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/7. Backpropagation.mp4 | 34.95 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/7. Backpropagation.srt | 4.46 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/8. Backpropagation picture.mp4 | 19.50 MB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/8. Backpropagation picture.srt | 3.97 kB |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/9. Backpropagation - A Peek into the Mathematics of Optimization.html | 539.00 B |
| 45. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/9.1 Backpropagation-a-peek-into-the-Mathematics-of-Optimization.pdf.pdf | 182.36 kB |
| 46. Deep Learning - Overfitting/1. What is Overfitting.mp4 | 31.09 MB |
| 46. Deep Learning - Overfitting/1. What is Overfitting.srt | 5.58 kB |
| 46. Deep Learning - Overfitting/2. Underfitting and Overfitting for Classification.mp4 | 25.07 MB |
| 46. Deep Learning - Overfitting/2. Underfitting and Overfitting for Classification.srt | 2.63 kB |
| 46. Deep Learning - Overfitting/3. What is Validation.mp4 | 32.71 MB |
| 46. Deep Learning - Overfitting/3. What is Validation.srt | 4.90 kB |
| 46. Deep Learning - Overfitting/4. Training, Validation, and Test Datasets.mp4 | 25.19 MB |
| 46. Deep Learning - Overfitting/4. Training, Validation, and Test Datasets.srt | 3.60 kB |
| 46. Deep Learning - Overfitting/5. N-Fold Cross Validation.mp4 | 20.70 MB |
| 46. Deep Learning - Overfitting/5. N-Fold Cross Validation.srt | 4.17 kB |
| 46. Deep Learning - Overfitting/6. Early Stopping or When to Stop Training.mp4 | 24.17 MB |
| 46. Deep Learning - Overfitting/6. Early Stopping or When to Stop Training.srt | 6.86 kB |
| 47. Deep Learning - Initialization/1. What is Initialization.mp4 | 21.76 MB |
| 47. Deep Learning - Initialization/1. What is Initialization.srt | 3.50 kB |
| 47. Deep Learning - Initialization/2. Types of Simple Initializations.mp4 | 14.32 MB |
| 47. Deep Learning - Initialization/2. Types of Simple Initializations.srt | 3.67 kB |
| 47. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 | 17.14 MB |
| 47. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.srt | 3.71 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.mp4 | 28.68 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.srt | 4.81 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.mp4 | 11.01 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.srt | 2.83 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.mp4 | 16.43 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.srt | 3.45 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/4. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.mp4 | 29.08 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/4. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.srt | 5.93 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.mp4 | 9.12 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.srt | 2.16 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).mp4 | 26.35 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).srt | 5.21 kB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).mp4 | 22.36 MB |
| 48. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).srt | 3.33 kB |
| 49. Deep Learning - Preprocessing/1. Preprocessing Introduction.mp4 | 27.78 MB |
| 49. Deep Learning - Preprocessing/1. Preprocessing Introduction.srt | 3.87 kB |
| 49. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.mp4 | 11.84 MB |
| 49. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.srt | 1.63 kB |
| 49. Deep Learning - Preprocessing/3. Standardization.mp4 | 50.99 MB |
| 49. Deep Learning - Preprocessing/3. Standardization.srt | 5.97 kB |
| 49. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.mp4 | 18.61 MB |
| 49. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.srt | 2.76 kB |
| 49. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.mp4 | 28.95 MB |
| 49. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.srt | 4.81 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/1. Techniques for Working with Traditional Data.mp4 | 138.31 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/1. Techniques for Working with Traditional Data.srt | 10.62 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/10. Techniques for Working with Traditional Methods.mp4 | 111.66 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/10. Techniques for Working with Traditional Methods.srt | 10.98 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/11. Techniques for Working with Traditional Methods.html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/12. Real Life Examples of Traditional Methods.mp4 | 42.78 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/12. Real Life Examples of Traditional Methods.srt | 3.58 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/13. Machine Learning (ML) Techniques.mp4 | 99.32 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/13. Machine Learning (ML) Techniques.srt | 8.73 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/14. Machine Learning (ML) Techniques.html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/15. Types of Machine Learning.mp4 | 125.15 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/15. Types of Machine Learning.srt | 10.51 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/16. Types of Machine Learning.html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/17. Real Life Examples of Machine Learning (ML).mp4 | 36.82 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/17. Real Life Examples of Machine Learning (ML).srt | 2.90 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/18. Real Life Examples of Machine Learning (ML).html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/2. Techniques for Working with Traditional Data.html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/3. Real Life Examples of Traditional Data.mp4 | 29.93 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/3. Real Life Examples of Traditional Data.srt | 2.24 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/4. Techniques for Working with Big Data.mp4 | 75.50 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/4. Techniques for Working with Big Data.srt | 5.67 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/5. Techniques for Working with Big Data.html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/6. Real Life Examples of Big Data.mp4 | 22.04 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/6. Real Life Examples of Big Data.srt | 1.88 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/7. Business Intelligence (BI) Techniques.mp4 | 89.94 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/7. Business Intelligence (BI) Techniques.srt | 8.63 kB |
| 5. The Field of Data Science - Popular Data Science Techniques/8. Business Intelligence (BI) Techniques.html | 165.00 B |
| 5. The Field of Data Science - Popular Data Science Techniques/9. Real Life Examples of Business Intelligence (BI).mp4 | 29.54 MB |
| 5. The Field of Data Science - Popular Data Science Techniques/9. Real Life Examples of Business Intelligence (BI).srt | 2.13 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/1. MNIST The Dataset.mp4 | 13.39 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/1. MNIST The Dataset.srt | 3.58 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/10. MNIST Learning.mp4 | 40.96 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/10. MNIST Learning.srt | 7.94 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/10.1 MNIST Learning.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/11. MNIST - Exercises.html | 1.98 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/11.1 MNIST - Exercises.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/12. MNIST Testing the Model.mp4 | 29.53 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/12. MNIST Testing the Model.srt | 6.02 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/12.1 MNIST Testing the Model.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.mp4 | 18.67 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.srt | 3.52 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Importing the Relevant Packages and Loading the Data.mp4 | 16.32 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Importing the Relevant Packages and Loading the Data.srt | 3.07 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/3.1 MNIST Importing the Relevant Packages.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Preprocess the Data - Create a Validation Set and Scale It.mp4 | 29.05 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Preprocess the Data - Create a Validation Set and Scale It.srt | 6.27 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/5. MNIST Preprocess the Data - Scale the Test Data - Exercise.html | 79.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/5.1 MNIST Preprocess the Data.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/6. MNIST Preprocess the Data - Shuffle and Batch.mp4 | 41.52 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/6. MNIST Preprocess the Data - Shuffle and Batch.srt | 9.26 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/7. MNIST Preprocess the Data - Shuffle and Batch - Exercise.html | 79.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/7.1 MNIST Preprocess the Data.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/8. MNIST Outline the Model.mp4 | 28.23 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/8. MNIST Outline the Model.srt | 7.20 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/8.1 MNIST Outline the Model.html | 134.00 B |
| 50. Deep Learning - Classifying on the MNIST Dataset/9. MNIST Select the Loss and the Optimizer.mp4 | 13.91 MB |
| 50. Deep Learning - Classifying on the MNIST Dataset/9. MNIST Select the Loss and the Optimizer.srt | 3.02 kB |
| 50. Deep Learning - Classifying on the MNIST Dataset/9.1 MNIST Select the Loss and the Optimizer.html | 134.00 B |
| 51. Deep Learning - Business Case Example/1. Business Case Exploring the Dataset and Identifying Predictors.mp4 | 66.28 MB |
| 51. Deep Learning - Business Case Example/1. Business Case Exploring the Dataset and Identifying Predictors.srt | 10.66 kB |
| 51. Deep Learning - Business Case Example/1.1 Audiobooks_data.csv.csv | 710.77 kB |
| 51. Deep Learning - Business Case Example/1.2 Business Case Exploring the Dataset.html | 134.00 B |
| 51. Deep Learning - Business Case Example/10. Setting an Early Stopping Mechanism - Exercise.html | 192.00 B |
| 51. Deep Learning - Business Case Example/11. Business Case Testing the Model.mp4 | 10.80 MB |
| 51. Deep Learning - Business Case Example/11. Business Case Testing the Model.srt | 2.04 kB |
| 51. Deep Learning - Business Case Example/11.1 Business Case Testing the Model.html | 134.00 B |
| 51. Deep Learning - Business Case Example/12. Business Case Final Exercise.html | 433.00 B |
| 51. Deep Learning - Business Case Example/12.1 Business Case Final Exercise.html | 134.00 B |
| 51. Deep Learning - Business Case Example/2. Business Case Outlining the Solution.mp4 | 7.31 MB |
| 51. Deep Learning - Business Case Example/2. Business Case Outlining the Solution.srt | 2.00 kB |
| 51. Deep Learning - Business Case Example/3. Business Case Balancing the Dataset.mp4 | 30.44 MB |
| 51. Deep Learning - Business Case Example/3. Business Case Balancing the Dataset.srt | 4.50 kB |
| 51. Deep Learning - Business Case Example/4. Business Case Preprocessing the Data.mp4 | 84.33 MB |
| 51. Deep Learning - Business Case Example/4. Business Case Preprocessing the Data.srt | 12.30 kB |
| 51. Deep Learning - Business Case Example/4.1 Business Case Preprocessing the Data.html | 134.00 B |
| 51. Deep Learning - Business Case Example/5. Business Case Preprocessing the Data - Exercise.html | 370.00 B |
| 51. Deep Learning - Business Case Example/5.1 Business Case Preprocessing the Data.html | 134.00 B |
| 51. Deep Learning - Business Case Example/6. Business Case Load the Preprocessed Data.mp4 | 17.57 MB |
| 51. Deep Learning - Business Case Example/6. Business Case Load the Preprocessed Data.srt | 4.70 kB |
| 51. Deep Learning - Business Case Example/7. Business Case Load the Preprocessed Data - Exercise.html | 79.00 B |
| 51. Deep Learning - Business Case Example/7.1 Business Case Load the Preprocessed Data.html | 134.00 B |
| 51. Deep Learning - Business Case Example/8. Business Case Learning and Interpreting the Result.mp4 | 31.18 MB |
| 51. Deep Learning - Business Case Example/8. Business Case Learning and Interpreting the Result.srt | 6.27 kB |
| 51. Deep Learning - Business Case Example/8.1 Business Case Learning and Interpreting.html | 134.00 B |
| 51. Deep Learning - Business Case Example/9. Business Case Setting an Early Stopping Mechanism.mp4 | 49.81 MB |
| 51. Deep Learning - Business Case Example/9. Business Case Setting an Early Stopping Mechanism.srt | 7.82 kB |
| 51. Deep Learning - Business Case Example/9.1 Business Case Setting an Early Stopping Mechanism.html | 134.00 B |
| 52. Deep Learning - Conclusion/1. Summary on What You've Learned.mp4 | 39.75 MB |
| 52. Deep Learning - Conclusion/1. Summary on What You've Learned.srt | 5.21 kB |
| 52. Deep Learning - Conclusion/2. What's Further out there in terms of Machine Learning.mp4 | 20.12 MB |
| 52. Deep Learning - Conclusion/2. What's Further out there in terms of Machine Learning.srt | 2.55 kB |
| 52. Deep Learning - Conclusion/3. DeepMind and Deep Learning.html | 1.05 kB |
| 52. Deep Learning - Conclusion/4. An overview of CNNs.mp4 | 58.79 MB |
| 52. Deep Learning - Conclusion/4. An overview of CNNs.srt | 6.44 kB |
| 52. Deep Learning - Conclusion/5. An Overview of RNNs.mp4 | 25.26 MB |
| 52. Deep Learning - Conclusion/5. An Overview of RNNs.srt | 3.71 kB |
| 52. Deep Learning - Conclusion/6. An Overview of non-NN Approaches.mp4 | 44.78 MB |
| 52. Deep Learning - Conclusion/6. An Overview of non-NN Approaches.srt | 5.12 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/1. READ ME!!!!.html | 564.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10. Basic NN Example with TF Exercises.html | 1.59 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.1 Basic NN Example with TensorFlow Exercise 2.3 Solution.html | 162.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.2 Basic NN Example with TensorFlow Exercise 2.1 Solution.html | 162.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.3 Basic NN Example with TensorFlow Exercise 3 Solution.html | 160.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.4 Basic NN Example with TensorFlow Exercise 1 Solution.html | 160.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.5 Basic NN Example with TensorFlow (All Exercises).html | 154.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.6 Basic NN Example with TensorFlow Exercise 4 Solution.html | 160.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.7 Basic NN Example with TensorFlow Exercise 2.2 Solution.html | 162.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/10.8 Basic NN Example with TensorFlow Exercise 2.4 Solution.html | 162.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/2. How to Install TensorFlow 1.mp4 | 11.35 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/2. How to Install TensorFlow 1.srt | 3.42 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/3. A Note on Installing Packages in Anaconda.html | 2.30 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/4. TensorFlow Intro.mp4 | 47.70 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/4. TensorFlow Intro.srt | 5.20 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/5. Actual Introduction to TensorFlow.mp4 | 17.41 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/5. Actual Introduction to TensorFlow.srt | 2.17 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/5.1 Actual Introduction to TensorFlow.html | 134.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/5.2 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/6. Types of File Formats, supporting Tensors.mp4 | 20.35 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/6. Types of File Formats, supporting Tensors.srt | 3.45 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/6.1 Basic NN Example with TensorFlow (Part 1).html | 154.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/7. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.mp4 | 38.50 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/7. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.srt | 7.36 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/7.1 Basic NN Example with TensorFlow (Part 2).html | 154.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/8. Basic NN Example with TF Loss Function and Gradient Descent.mp4 | 32.51 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/8. Basic NN Example with TF Loss Function and Gradient Descent.srt | 4.83 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/8.1 Basic NN Example with TensorFlow (Part 3).html | 154.00 B |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/9. Basic NN Example with TF Model Output.mp4 | 37.39 MB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/9. Basic NN Example with TF Model Output.srt | 7.93 kB |
| 53. Appendix Deep Learning - TensorFlow 1 Introduction/9.1 Basic NN Example with TensorFlow (Complete).html | 156.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.mp4 | 17.82 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.srt | 3.49 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10. MNIST Solutions.html | 2.19 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.1 TensorFlow MNIST '6. Batch size (Part 1)' Solution.html | 162.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.10 TensorFlow MNIST '5. Activation Functions (Part 2)' Solution.html | 172.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.11 TensorFlow MNIST '9. Learning Rate (Part 2)' Solution.html | 165.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.2 TensorFlow MNIST '8. Learning Rate (Part 1)' Solution.html | 165.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.3 TensorFlow MNIST '4. Activation Functions (Part 1)' Solution.html | 172.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.4 TensorFlow MNIST '2. Depth' Solution.html | 150.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.5 TensorFlow MNIST 'Time' Solution.html | 162.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.6 TensorFlow MNIST '1. Width' Solution.html | 150.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.7 TensorFlow MNIST 'Around 98% Accuracy' Solution.html | 157.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.8 TensorFlow MNIST '3. Width and Depth' Solution.html | 160.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/10.9 TensorFlow MNIST '7. Batch size (Part 2)' Solution.html | 162.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/11. MNIST Exercises.html | 2.13 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/11.1 TensorFlow MNIST All Exercises.html | 144.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.mp4 | 22.58 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.srt | 3.62 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/3. MNIST Relevant Packages.mp4 | 18.90 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/3. MNIST Relevant Packages.srt | 2.12 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/3.1 TensorFlow MNIST Part 1 with Comments.html | 159.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/4. MNIST Model Outline.mp4 | 56.38 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/4. MNIST Model Outline.srt | 9.06 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/4.1 TensorFlow MNIST Part 2 with Comments.html | 159.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.mp4 | 25.86 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.srt | 3.53 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/5.1 TensorFlow MNIST Part 3 with Comments.html | 159.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.mp4 | 43.90 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.srt | 5.19 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/6.1 TensorFlow MNIST Part 4 with Comments.html | 159.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.mp4 | 12.86 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.srt | 2.92 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/7.1 TensorFlow MNIST Part 5 with Comments.html | 159.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/8. MNIST Learning.mp4 | 46.68 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/8. MNIST Learning.srt | 10.19 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/8.1 TensorFlow MNIST Part 6 with Comments.html | 159.00 B |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/9. MNIST Results and Testing.mp4 | 62.77 MB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/9. MNIST Results and Testing.srt | 8.17 kB |
| 54. Appendix Deep Learning - TensorFlow 1 Classifying on the MNIST Dataset/9.1 TensorFlow MNIST Complete Code with Comments.html | 152.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/1. Business Case Getting acquainted with the dataset.mp4 | 87.66 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/1. Business Case Getting acquainted with the dataset.srt | 10.78 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/1.1 Audiobooks_data.csv.csv | 710.77 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/10. Business Case Testing the Model.mp4 | 11.20 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/10. Business Case Testing the Model.srt | 2.71 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/11. Business Case A Comment on the Homework.mp4 | 36.39 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/11. Business Case A Comment on the Homework.srt | 5.30 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/11.1 TensorFlow Business Case Homework.html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/12. Business Case Final Exercise.html | 439.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/12.1 TensorFlow Business Case Homework.html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/2. Business Case Outlining the Solution.mp4 | 12.21 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/2. Business Case Outlining the Solution.srt | 2.52 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/3. The Importance of Working with a Balanced Dataset.mp4 | 39.41 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/3. The Importance of Working with a Balanced Dataset.srt | 4.48 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/4. Business Case Preprocessing.mp4 | 103.42 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/4. Business Case Preprocessing.srt | 13.45 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/4.1 Audiobooks Preprocessing.html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/5. Business Case Preprocessing Exercise.html | 383.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/5.1 Preprocessing Exercise.html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/6. Creating a Data Provider.mp4 | 76.34 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/6. Creating a Data Provider.srt | 7.75 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/6.1 Creating a Data Provider (Class).html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/7. Business Case Model Outline.mp4 | 53.12 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/7. Business Case Model Outline.srt | 6.94 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/7.1 TensorFlow Business Case Model Outline.html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/8. Business Case Optimization.mp4 | 41.52 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/8. Business Case Optimization.srt | 6.60 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/8.1 TensorFlow Business Case Optimization.html | 134.00 B |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/9. Business Case Interpretation.mp4 | 25.74 MB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/9. Business Case Interpretation.srt | 2.94 kB |
| 55. Appendix Deep Learning - TensorFlow 1 Business Case/9.1 TensorFlow Business Case Interpretation.html | 134.00 B |
| 56. Software Integration/1. What are Data, Servers, Clients, Requests, and Responses.mp4 | 69.03 MB |
| 56. Software Integration/1. What are Data, Servers, Clients, Requests, and Responses.srt | 5.93 kB |
| 56. Software Integration/10. Software Integration - Explained.html | 165.00 B |
| 56. Software Integration/2. What are Data, Servers, Clients, Requests, and Responses.html | 165.00 B |
| 56. Software Integration/3. What are Data Connectivity, APIs, and Endpoints.mp4 | 104.08 MB |
| 56. Software Integration/3. What are Data Connectivity, APIs, and Endpoints.srt | 8.54 kB |
| 56. Software Integration/4. What are Data Connectivity, APIs, and Endpoints.html | 165.00 B |
| 56. Software Integration/5. Taking a Closer Look at APIs.mp4 | 115.59 MB |
| 56. Software Integration/5. Taking a Closer Look at APIs.srt | 10.39 kB |
| 56. Software Integration/6. Taking a Closer Look at APIs.html | 165.00 B |
| 56. Software Integration/7. Communication between Software Products through Text Files.mp4 | 60.34 MB |
| 56. Software Integration/7. Communication between Software Products through Text Files.srt | 5.47 kB |
| 56. Software Integration/8. Communication between Software Products through Text Files.html | 165.00 B |
| 56. Software Integration/9. Software Integration - Explained.mp4 | 63.69 MB |
| 56. Software Integration/9. Software Integration - Explained.srt | 6.71 kB |
| 57. Case Study - What's Next in the Course/1. Game Plan for this Python, SQL, and Tableau Business Exercise.mp4 | 52.30 MB |
| 57. Case Study - What's Next in the Course/1. Game Plan for this Python, SQL, and Tableau Business Exercise.srt | 5.46 kB |
| 57. Case Study - What's Next in the Course/2. The Business Task.mp4 | 39.15 MB |
| 57. Case Study - What's Next in the Course/2. The Business Task.srt | 3.74 kB |
| 57. Case Study - What's Next in the Course/3. Introducing the Data Set.mp4 | 40.87 MB |
| 57. Case Study - What's Next in the Course/3. Introducing the Data Set.srt | 4.15 kB |
| 57. Case Study - What's Next in the Course/4. Introducing the Data Set.html | 165.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/1. What to Expect from the Following Sections.html | 2.48 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/1.1 Absenteeism_data.csv.csv | 32.05 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/1.2 data_preprocessing_homework.pdf.pdf | 134.47 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/1.3 df_preprocessed.csv.csv | 29.11 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/10. Analyzing the Reasons for Absence.mp4 | 40.57 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/10. Analyzing the Reasons for Absence.srt | 5.85 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/11. Obtaining Dummies from a Single Feature.mp4 | 81.11 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/11. Obtaining Dummies from a Single Feature.srt | 10.20 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/12. EXERCISE - Obtaining Dummies from a Single Feature.html | 129.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/13. SOLUTION - Obtaining Dummies from a Single Feature.html | 116.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/14. Dropping a Dummy Variable from the Data Set.html | 2.34 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/15. More on Dummy Variables A Statistical Perspective.mp4 | 13.75 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/15. More on Dummy Variables A Statistical Perspective.srt | 1.70 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/16. Classifying the Various Reasons for Absence.mp4 | 74.61 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/16. Classifying the Various Reasons for Absence.srt | 10.02 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/17. Using .concat() in Python.mp4 | 38.73 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/17. Using .concat() in Python.srt | 5.07 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/18. EXERCISE - Using .concat() in Python.html | 189.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/19. SOLUTION - Using .concat() in Python.html | 142.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/2. Importing the Absenteeism Data in Python.mp4 | 23.15 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/2. Importing the Absenteeism Data in Python.srt | 3.99 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/20. Reordering Columns in a Pandas DataFrame in Python.mp4 | 14.02 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/20. Reordering Columns in a Pandas DataFrame in Python.srt | 1.82 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/21. EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html | 167.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/22. SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html | 471.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/23. Creating Checkpoints while Coding in Jupyter.mp4 | 25.67 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/23. Creating Checkpoints while Coding in Jupyter.srt | 3.64 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/23.1 Creating Checkpoints.html | 176.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/24. EXERCISE - Creating Checkpoints while Coding in Jupyter.html | 137.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/25. SOLUTION - Creating Checkpoints while Coding in Jupyter.html | 117.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/26. Analyzing the Dates from the Initial Data Set.mp4 | 57.28 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/26. Analyzing the Dates from the Initial Data Set.srt | 8.43 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/27. Extracting the Month Value from the Date Column.mp4 | 47.79 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/27. Extracting the Month Value from the Date Column.srt | 7.97 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/28. Extracting the Day of the Week from the Date Column.mp4 | 27.96 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/28. Extracting the Day of the Week from the Date Column.srt | 4.47 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/29. EXERCISE - Removing the Date Column.html | 1.21 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/29.1 Removing the “Date” Column.html | 188.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/29.2 Preprocessing.html | 191.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/3. Checking the Content of the Data Set.mp4 | 61.91 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/3. Checking the Content of the Data Set.srt | 7.04 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/30. Analyzing Several Straightforward Columns for this Exercise.mp4 | 29.52 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/30. Analyzing Several Straightforward Columns for this Exercise.srt | 4.34 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/31. Working on Education, Children, and Pets.mp4 | 39.59 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/31. Working on Education, Children, and Pets.srt | 5.67 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/32. Final Remarks of this Section.mp4 | 21.63 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/32. Final Remarks of this Section.srt | 2.47 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/32.1 Exercises and solutions.html | 170.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/32.2 Preprocessing.html | 156.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/33. A Note on Exporting Your Data as a .csv File.html | 883.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/4. Introduction to Terms with Multiple Meanings.mp4 | 27.85 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/4. Introduction to Terms with Multiple Meanings.srt | 4.05 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/5. What's Regression Analysis - a Quick Refresher.html | 2.84 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/6. Using a Statistical Approach towards the Solution to the Exercise.mp4 | 20.19 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/6. Using a Statistical Approach towards the Solution to the Exercise.srt | 2.80 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/7. Dropping a Column from a DataFrame in Python.mp4 | 61.76 MB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/7. Dropping a Column from a DataFrame in Python.srt | 7.81 kB |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/8. EXERCISE - Dropping a Column from a DataFrame in Python.html | 866.00 B |
| 58. Case Study - Preprocessing the 'Absenteeism_data'/9. SOLUTION - Dropping a Column from a DataFrame in Python.html | 113.00 B |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/1. Exploring the Problem with a Machine Learning Mindset.mp4 | 27.54 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/1. Exploring the Problem with a Machine Learning Mindset.srt | 4.58 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/1.1 Absenteeism_preprocessed.csv.csv | 29.13 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/10. Interpreting the Coefficients of the Logistic Regression.mp4 | 40.41 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/10. Interpreting the Coefficients of the Logistic Regression.srt | 7.25 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11. Backward Elimination or How to Simplify Your Model.mp4 | 39.56 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11. Backward Elimination or How to Simplify Your Model.srt | 5.24 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11.1 Logistic Regression prior to Backward Elimination.html | 226.00 B |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/12. Testing the Model We Created.mp4 | 49.06 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/12. Testing the Model We Created.srt | 6.50 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/13. Saving the Model and Preparing it for Deployment.mp4 | 37.45 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/13. Saving the Model and Preparing it for Deployment.srt | 5.57 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/14. ARTICLE - A Note on 'pickling'.html | 2.14 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15. EXERCISE - Saving the Model (and Scaler).html | 284.00 B |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15.1 Logistic Regression with Comments.html | 210.00 B |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15.2 Logistic Regression.html | 196.00 B |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/16. Preparing the Deployment of the Model through a Module.mp4 | 44.49 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/16. Preparing the Deployment of the Model through a Module.srt | 5.62 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/2. Creating the Targets for the Logistic Regression.mp4 | 45.80 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/2. Creating the Targets for the Logistic Regression.srt | 8.39 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/3. Selecting the Inputs for the Logistic Regression.mp4 | 16.75 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/3. Selecting the Inputs for the Logistic Regression.srt | 3.66 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/4. Standardizing the Data.mp4 | 20.60 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/4. Standardizing the Data.srt | 4.19 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/5. Splitting the Data for Training and Testing.mp4 | 52.76 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/5. Splitting the Data for Training and Testing.srt | 8.10 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/6. Fitting the Model and Assessing its Accuracy.mp4 | 41.62 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/6. Fitting the Model and Assessing its Accuracy.srt | 7.38 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/7. Creating a Summary Table with the Coefficients and Intercept.mp4 | 38.87 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/7. Creating a Summary Table with the Coefficients and Intercept.srt | 6.62 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/8. Interpreting the Coefficients for Our Problem.mp4 | 52.37 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/8. Interpreting the Coefficients for Our Problem.srt | 7.89 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/9. Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 | 41.19 MB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/9. Standardizing only the Numerical Variables (Creating a Custom Scaler).srt | 5.03 kB |
| 59. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/9.1 Logistic Regression prior to Custom Scaler.html | 219.00 B |
| 6. The Field of Data Science - Popular Data Science Tools/1. Necessary Programming Languages and Software Used in Data Science.mp4 | 103.51 MB |
| 6. The Field of Data Science - Popular Data Science Tools/1. Necessary Programming Languages and Software Used in Data Science.srt | 7.29 kB |
| 6. The Field of Data Science - Popular Data Science Tools/2. Necessary Programming Languages and Software Used in Data Science.html | 165.00 B |
| 60. Case Study - Loading the 'absenteeism_module'/1. Are You Sure You're All Set.html | 519.00 B |
| 60. Case Study - Loading the 'absenteeism_module'/1.1 5 Files Needed to Deploy the Model.html | 134.00 B |
| 60. Case Study - Loading the 'absenteeism_module'/2. Deploying the 'absenteeism_module' - Part I.mp4 | 25.48 MB |
| 60. Case Study - Loading the 'absenteeism_module'/2. Deploying the 'absenteeism_module' - Part I.srt | 4.76 kB |
| 60. Case Study - Loading the 'absenteeism_module'/3. Deploying the 'absenteeism_module' - Part II.mp4 | 54.26 MB |
| 60. Case Study - Loading the 'absenteeism_module'/3. Deploying the 'absenteeism_module' - Part II.srt | 7.53 kB |
| 60. Case Study - Loading the 'absenteeism_module'/4. Exporting the Obtained Data Set as a .csv.html | 998.00 B |
| 60. Case Study - Loading the 'absenteeism_module'/4.1 Deploying the ‘absenteeism_module.html | 185.00 B |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/1. EXERCISE - Age vs Probability.html | 385.00 B |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/2. Analyzing Age vs Probability in Tableau.mp4 | 56.55 MB |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/2. Analyzing Age vs Probability in Tableau.srt | 10.01 kB |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/3. EXERCISE - Reasons vs Probability.html | 397.00 B |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/4. Analyzing Reasons vs Probability in Tableau.mp4 | 59.33 MB |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/4. Analyzing Reasons vs Probability in Tableau.srt | 9.54 kB |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/5. EXERCISE - Transportation Expense vs Probability.html | 553.00 B |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/6. Analyzing Transportation Expense vs Probability in Tableau.mp4 | 40.63 MB |
| 61. Case Study - Analyzing the Predicted Outputs in Tableau/6. Analyzing Transportation Expense vs Probability in Tableau.srt | 7.21 kB |
| 62. Bonus lecture/1. Bonus Lecture Next Steps.html | 2.56 kB |
| 7. The Field of Data Science - Careers in Data Science/1. Finding the Job - What to Expect and What to Look for.mp4 | 54.38 MB |
| 7. The Field of Data Science - Careers in Data Science/1. Finding the Job - What to Expect and What to Look for.srt | 4.49 kB |
| 7. The Field of Data Science - Careers in Data Science/2. Finding the Job - What to Expect and What to Look for.html | 165.00 B |
| 8. The Field of Data Science - Debunking Common Misconceptions/1. Debunking Common Misconceptions.mp4 | 72.85 MB |
| 8. The Field of Data Science - Debunking Common Misconceptions/1. Debunking Common Misconceptions.srt | 5.29 kB |
| 8. The Field of Data Science - Debunking Common Misconceptions/2. Debunking Common Misconceptions.html | 165.00 B |
| 9. Part 2 Probability/1. The Basic Probability Formula.mp4 | 85.91 MB |
| 9. Part 2 Probability/1. The Basic Probability Formula.srt | 8.90 kB |
| 9. Part 2 Probability/1.1 Course Notes - Basic Probability.pdf.pdf | 371.05 kB |
| 9. Part 2 Probability/2. The Basic Probability Formula.html | 165.00 B |
| 9. Part 2 Probability/3. Computing Expected Values.mp4 | 75.68 MB |
| 9. Part 2 Probability/3. Computing Expected Values.srt | 6.68 kB |
| 9. Part 2 Probability/4. Computing Expected Values.html | 165.00 B |
| 9. Part 2 Probability/5. Frequency.mp4 | 61.74 MB |
| 9. Part 2 Probability/5. Frequency.srt | 6.42 kB |
| 9. Part 2 Probability/6. Frequency.html | 165.00 B |
| 9. Part 2 Probability/7. Events and Their Complements.mp4 | 59.15 MB |
| 9. Part 2 Probability/7. Events and Their Complements.srt | 6.71 kB |
| 9. Part 2 Probability/8. Events and Their Complements.html | 165.00 B |
| [FreeAllCourse.Com].URL | 228.00 B |
The Data Science Course 2020 Complete Data Science Bootcamp
Complete Data Science Training: Mathematics, Statistics, Python, Advanced Statistics in Python, Machine & Deep Learning
What you'll learn
The course provides the entire toolbox you need to become a data scientist
Fill up your resume with in demand data science skills: Statistical analysis, Python programming with NumPy, pandas, matplotlib, and Seaborn, Advanced statistical analysis, Tableau, Machine Learning with stats models and scikit-learn, Deep learning with TensorFlow
Impress interviewers by showing an understanding of the data science field
Learn how to pre-process data
Understand the mathematics behind Machine Learning (an absolute must which other courses don’t teach!)
Start coding in Python and learn how to use it for statistical analysis
Created by 365 Careers, 365 Careers Team
Last updated 1/2020
English
Complete Data Science Training: Mathematics, Statistics, Python, Advanced Statistics in Python, Machine & Deep Learning
What you'll learn
Created by 365 Careers, 365 Careers Team
Last updated 1/2020
English