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| File | Size |
|---|---|
| 01. Part 1 Introduction/1. A Practical Example What You Will Learn in This Course.mp4 | 49.03 MB |
| 01. Part 1 Introduction/1. A Practical Example What You Will Learn in This Course.vtt | 5.62 kB |
| 01. Part 1 Introduction/2. What Does the Course Cover.mp4 | 62.26 MB |
| 01. Part 1 Introduction/2. What Does the Course Cover.vtt | 4.49 kB |
| 01. Part 1 Introduction/3. Download All Resources and Important FAQ.html | 20.77 kB |
| 01. Part 1 Introduction/3.1 Download All Resources.html | 134.00 B |
| 01. Part 1 Introduction/3.1 FAQ_The_Data_Science_Course.pdf.pdf | 306.10 kB |
| 01. Part 1 Introduction/3.2 Download All Resources.html | 134.00 B |
| 01. Part 1 Introduction/3.2 FAQ_The_Data_Science_Course.pdf.pdf | 306.10 kB |
| 02. 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 |
| 02. The Field of Data Science - The Various Data Science Disciplines/1. Data Science and Business Buzzwords Why are there so many.vtt | 5.84 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/10. A Breakdown of our Data Science Infographic.html | 161.00 B |
| 02. The Field of Data Science - The Various Data Science Disciplines/2. Data Science and Business Buzzwords Why are there so many.html | 161.00 B |
| 02. The Field of Data Science - The Various Data Science Disciplines/3. What is the difference between Analysis and Analytics.mp4 | 53.55 MB |
| 02. The Field of Data Science - The Various Data Science Disciplines/3. What is the difference between Analysis and Analytics.vtt | 4.42 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/4. What is the difference between Analysis and Analytics.html | 161.00 B |
| 02. The Field of Data Science - The Various Data Science Disciplines/5. Business Analytics, Data Analytics, and Data Science An Introduction.mp4 | 64.52 MB |
| 02. The Field of Data Science - The Various Data Science Disciplines/5. Business Analytics, Data Analytics, and Data Science An Introduction.vtt | 9.26 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/5.1 365_DataScience_Diagram.pdf.pdf | 323.08 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/6. Business Analytics, Data Analytics, and Data Science An Introduction.html | 161.00 B |
| 02. The Field of Data Science - The Various Data Science Disciplines/7. Continuing with BI, ML, and AI.mp4 | 108.99 MB |
| 02. The Field of Data Science - The Various Data Science Disciplines/7. Continuing with BI, ML, and AI.vtt | 10.43 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/7.1 365_DataScience.png.png | 6.93 MB |
| 02. The Field of Data Science - The Various Data Science Disciplines/7.2 365_DataScience_Diagram.pdf.pdf | 323.08 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/8. Continuing with BI, ML, and AI.html | 161.00 B |
| 02. The Field of Data Science - The Various Data Science Disciplines/9. A Breakdown of our Data Science Infographic.mp4 | 67.74 MB |
| 02. The Field of Data Science - The Various Data Science Disciplines/9. A Breakdown of our Data Science Infographic.vtt | 4.45 kB |
| 02. The Field of Data Science - The Various Data Science Disciplines/9.1 365_DataScience.png.png | 6.92 MB |
| 03. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.mp4 | 126.87 MB |
| 03. The Field of Data Science - Connecting the Data Science Disciplines/1. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.vtt | 7.90 kB |
| 03. The Field of Data Science - Connecting the Data Science Disciplines/2. Applying Traditional Data, Big Data, BI, Traditional Data Science and ML.html | 161.00 B |
| 04. The Field of Data Science - The Benefits of Each Discipline/1. The Reason behind these Disciplines.mp4 | 81.18 MB |
| 04. The Field of Data Science - The Benefits of Each Discipline/1. The Reason behind these Disciplines.vtt | 5.69 kB |
| 04. The Field of Data Science - The Benefits of Each Discipline/2. The Reason behind these Disciplines.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/1. Techniques for Working with Traditional Data.mp4 | 138.31 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/1. Techniques for Working with Traditional Data.vtt | 9.30 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/10. Techniques for Working with Traditional Methods.mp4 | 123.51 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/10. Techniques for Working with Traditional Methods.vtt | 9.66 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/11. Techniques for Working with Traditional Methods.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/12. Real Life Examples of Traditional Methods.mp4 | 42.78 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/12. Real Life Examples of Traditional Methods.vtt | 3.14 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/13. Machine Learning (ML) Techniques.mp4 | 99.33 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/13. Machine Learning (ML) Techniques.vtt | 7.67 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/14. Machine Learning (ML) Techniques.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/15. Types of Machine Learning.mp4 | 125.15 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/15. Types of Machine Learning.vtt | 9.23 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/16. Types of Machine Learning.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/17. Real Life Examples of Machine Learning (ML).mp4 | 36.82 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/17. Real Life Examples of Machine Learning (ML).vtt | 2.57 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/18. Real Life Examples of Machine Learning (ML).html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/2. Techniques for Working with Traditional Data.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/3. Real Life Examples of Traditional Data.mp4 | 29.93 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/3. Real Life Examples of Traditional Data.vtt | 1.97 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/4. Techniques for Working with Big Data.mp4 | 75.50 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/4. Techniques for Working with Big Data.vtt | 4.96 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/5. Techniques for Working with Big Data.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/6. Real Life Examples of Big Data.mp4 | 22.04 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/6. Real Life Examples of Big Data.vtt | 1.64 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/7. Business Intelligence (BI) Techniques.mp4 | 89.94 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/7. Business Intelligence (BI) Techniques.vtt | 7.57 kB |
| 05. The Field of Data Science - Popular Data Science Techniques/8. Business Intelligence (BI) Techniques.html | 161.00 B |
| 05. The Field of Data Science - Popular Data Science Techniques/9. Real Life Examples of Business Intelligence (BI).mp4 | 29.54 MB |
| 05. The Field of Data Science - Popular Data Science Techniques/9. Real Life Examples of Business Intelligence (BI).vtt | 1.89 kB |
| 06. The Field of Data Science - Popular Data Science Tools/1. Necessary Programming Languages and Software Used in Data Science.mp4 | 103.51 MB |
| 06. The Field of Data Science - Popular Data Science Tools/1. Necessary Programming Languages and Software Used in Data Science.vtt | 6.42 kB |
| 06. The Field of Data Science - Popular Data Science Tools/2. Necessary Programming Languages and Software Used in Data Science.html | 161.00 B |
| 07. The Field of Data Science - Careers in Data Science/1. Finding the Job - What to Expect and What to Look for.mp4 | 54.39 MB |
| 07. The Field of Data Science - Careers in Data Science/1. Finding the Job - What to Expect and What to Look for.vtt | 3.94 kB |
| 07. The Field of Data Science - Careers in Data Science/2. Finding the Job - What to Expect and What to Look for.html | 161.00 B |
| 08. The Field of Data Science - Debunking Common Misconceptions/1. Debunking Common Misconceptions.mp4 | 72.85 MB |
| 08. The Field of Data Science - Debunking Common Misconceptions/1. Debunking Common Misconceptions.vtt | 4.69 kB |
| 08. The Field of Data Science - Debunking Common Misconceptions/2. Debunking Common Misconceptions.html | 161.00 B |
| 09. Part 2 Statistics/1. Population and Sample.mp4 | 58.12 MB |
| 09. Part 2 Statistics/1. Population and Sample.vtt | 4.81 kB |
| 09. Part 2 Statistics/1.1 Statistics Glossary.xlsx.xlsx | 20.26 kB |
| 09. Part 2 Statistics/1.2 Course notes_descriptive_statistics.pdf.pdf | 482.21 kB |
| 09. Part 2 Statistics/2. Population and Sample.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/1. Types of Data.mp4 | 72.52 MB |
| 10. Statistics - Descriptive Statistics/1. Types of Data.vtt | 5.25 kB |
| 10. Statistics - Descriptive Statistics/1.1 Course notes_descriptive_statistics.pdf.pdf | 482.21 kB |
| 10. Statistics - Descriptive Statistics/10. Numerical Variables Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/10.1 2.4. Numerical variables. Frequency distribution table_exercise.xlsx.xlsx | 11.75 kB |
| 10. Statistics - Descriptive Statistics/10.1 2.4. Numerical variables. Frequency distribution table_exercise_solution.xlsx.xlsx | 13.15 kB |
| 10. Statistics - Descriptive Statistics/10.2 2.4. Numerical variables. Frequency distribution table_exercise.xlsx.xlsx | 11.75 kB |
| 10. Statistics - Descriptive Statistics/10.2 2.4. Numerical variables. Frequency distribution table_exercise_solution.xlsx.xlsx | 13.15 kB |
| 10. Statistics - Descriptive Statistics/11. The Histogram.mp4 | 13.78 MB |
| 10. Statistics - Descriptive Statistics/11. The Histogram.vtt | 2.67 kB |
| 10. Statistics - Descriptive Statistics/11.1 2.5. The Histogram_lesson.xlsx.xlsx | 18.63 kB |
| 10. Statistics - Descriptive Statistics/12. The Histogram.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/13. Histogram Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/13.1 2.5.The-Histogram-exercise-solution.xlsx.xlsx | 17.10 kB |
| 10. Statistics - Descriptive Statistics/13.2 2.5.The-Histogram-exercise.xlsx.xlsx | 15.50 kB |
| 10. Statistics - Descriptive Statistics/14. Cross Tables and Scatter Plots.mp4 | 39.80 MB |
| 10. Statistics - Descriptive Statistics/14. Cross Tables and Scatter Plots.vtt | 5.87 kB |
| 10. Statistics - Descriptive Statistics/14.1 2.6. Cross table and scatter plot.xlsx.xlsx | 26.12 kB |
| 10. Statistics - Descriptive Statistics/15. Cross Tables and Scatter Plots.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/16. Cross Tables and Scatter Plots Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/16.1 2.6. Cross table and scatter plot_exercise_solution.xlsx.xlsx | 40.44 kB |
| 10. Statistics - Descriptive Statistics/16.2 2.6. Cross table and scatter plot_exercise.xlsx.xlsx | 16.28 kB |
| 10. Statistics - Descriptive Statistics/17. Mean, median and mode.mp4 | 37.12 MB |
| 10. Statistics - Descriptive Statistics/17. Mean, median and mode.vtt | 5.00 kB |
| 10. Statistics - Descriptive Statistics/17.1 2.7. Mean, median and mode_lesson.xlsx.xlsx | 10.49 kB |
| 10. Statistics - Descriptive Statistics/18. Mean, Median and Mode Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/18.1 2.7. Mean, median and mode_exercise.xlsx.xlsx | 10.87 kB |
| 10. Statistics - Descriptive Statistics/18.2 2.7. Mean, median and mode_exercise_solution.xlsx.xlsx | 11.35 kB |
| 10. Statistics - Descriptive Statistics/19. Skewness.mp4 | 19.41 MB |
| 10. Statistics - Descriptive Statistics/19. Skewness.vtt | 3.20 kB |
| 10. Statistics - Descriptive Statistics/19.1 2.8. Skewness_lesson.xlsx.xlsx | 34.63 kB |
| 10. Statistics - Descriptive Statistics/2. Types of Data.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/20. Skewness.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/21. Skewness Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/21.1 2.8. Skewness_exercise.xlsx.xlsx | 9.49 kB |
| 10. Statistics - Descriptive Statistics/21.1 2.8. Skewness_exercise_solution.xlsx.xlsx | 19.78 kB |
| 10. Statistics - Descriptive Statistics/21.2 2.8. Skewness_exercise.xlsx.xlsx | 9.49 kB |
| 10. Statistics - Descriptive Statistics/21.2 2.8. Skewness_exercise_solution.xlsx.xlsx | 19.78 kB |
| 10. Statistics - Descriptive Statistics/22. Variance.mp4 | 50.95 MB |
| 10. Statistics - Descriptive Statistics/22. Variance.vtt | 6.64 kB |
| 10. Statistics - Descriptive Statistics/22.1 2.9. Variance_lesson.xlsx.xlsx | 10.08 kB |
| 10. Statistics - Descriptive Statistics/23. Variance Exercise.html | 522.00 B |
| 10. Statistics - Descriptive Statistics/23.1 2.9. Variance_exercise.xlsx.xlsx | 10.83 kB |
| 10. Statistics - Descriptive Statistics/23.1 2.9. Variance_exercise_solution.xlsx.xlsx | 11.05 kB |
| 10. Statistics - Descriptive Statistics/23.2 2.9. Variance_exercise.xlsx.xlsx | 10.83 kB |
| 10. Statistics - Descriptive Statistics/23.2 2.9. Variance_exercise_solution.xlsx.xlsx | 11.05 kB |
| 10. Statistics - Descriptive Statistics/24. Standard Deviation and Coefficient of Variation.mp4 | 45.12 MB |
| 10. Statistics - Descriptive Statistics/24. Standard Deviation and Coefficient of Variation.vtt | 5.75 kB |
| 10. Statistics - Descriptive Statistics/24.1 2.10. Standard deviation and coefficient of variation_lesson.xlsx.xlsx | 10.97 kB |
| 10. Statistics - Descriptive Statistics/25. Standard Deviation.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/26. Standard Deviation and Coefficient of Variation Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/26.1 2.10. Standard deviation and coefficient of variation_exercise.xlsx.xlsx | 11.30 kB |
| 10. Statistics - Descriptive Statistics/26.2 2.10. Standard deviation and coefficient of variation_exercise_solution.xlsx.xlsx | 12.37 kB |
| 10. Statistics - Descriptive Statistics/27. Covariance.mp4 | 27.48 MB |
| 10. Statistics - Descriptive Statistics/27. Covariance.vtt | 4.30 kB |
| 10. Statistics - Descriptive Statistics/27.1 2.11. Covariance_lesson.xlsx.xlsx | 24.92 kB |
| 10. Statistics - Descriptive Statistics/28. Covariance.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/29. Covariance Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/29.1 2.11. Covariance_exercise_solution.xlsx.xlsx | 29.51 kB |
| 10. Statistics - Descriptive Statistics/29.2 2.11. Covariance_exercise.xlsx.xlsx | 20.23 kB |
| 10. Statistics - Descriptive Statistics/3. Levels of Measurement.mp4 | 54.39 MB |
| 10. Statistics - Descriptive Statistics/3. Levels of Measurement.vtt | 4.03 kB |
| 10. Statistics - Descriptive Statistics/30. Correlation Coefficient.mp4 | 29.38 MB |
| 10. Statistics - Descriptive Statistics/30. Correlation Coefficient.vtt | 4.15 kB |
| 10. Statistics - Descriptive Statistics/31. Correlation.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/32. Correlation Coefficient Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/32.1 2.12. Correlation_exercise.xlsx.xlsx | 29.30 kB |
| 10. Statistics - Descriptive Statistics/32.1 2.12. Correlation_exercise_solution.xlsx.xlsx | 29.48 kB |
| 10. Statistics - Descriptive Statistics/32.2 2.12. Correlation_exercise.xlsx.xlsx | 29.30 kB |
| 10. Statistics - Descriptive Statistics/32.2 2.12. Correlation_exercise_solution.xlsx.xlsx | 29.48 kB |
| 10. Statistics - Descriptive Statistics/4. Levels of Measurement.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/5. Categorical Variables - Visualization Techniques.mp4 | 38.47 MB |
| 10. Statistics - Descriptive Statistics/5. Categorical Variables - Visualization Techniques.vtt | 5.66 kB |
| 10. Statistics - Descriptive Statistics/5.1 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx.xlsx | 30.77 kB |
| 10. Statistics - Descriptive Statistics/6. Categorical Variables - Visualization Techniques.html | 161.00 B |
| 10. Statistics - Descriptive Statistics/7. Categorical Variables Exercise.html | 81.00 B |
| 10. Statistics - Descriptive Statistics/7.1 2.3. Categorical variables. Visualization techniques_exercise_solution.xlsx.xlsx | 41.11 kB |
| 10. Statistics - Descriptive Statistics/7.2 2.3. Categorical variables. Visualization techniques_exercise.xlsx.xlsx | 15.24 kB |
| 10. Statistics - Descriptive Statistics/8. Numerical Variables - Frequency Distribution Table.mp4 | 25.86 MB |
| 10. Statistics - Descriptive Statistics/8. Numerical Variables - Frequency Distribution Table.vtt | 3.83 kB |
| 10. Statistics - Descriptive Statistics/8.1 2.4. Numerical variables. Frequency distribution table_lesson.xlsx.xlsx | 11.44 kB |
| 10. Statistics - Descriptive Statistics/9. Numerical Variables - Frequency Distribution Table.html | 161.00 B |
| 11. Statistics - Practical Example Descriptive Statistics/1. Practical Example Descriptive Statistics.mp4 | 160.46 MB |
| 11. Statistics - Practical Example Descriptive Statistics/1. Practical Example Descriptive Statistics.vtt | 18.00 kB |
| 11. Statistics - Practical Example Descriptive Statistics/1.1 2.13. Practical example. Descriptive statistics_lesson.xlsx.xlsx | 146.51 kB |
| 11. Statistics - Practical Example Descriptive Statistics/2. Practical Example Descriptive Statistics Exercise.html | 81.00 B |
| 11. Statistics - Practical Example Descriptive Statistics/2.1 2.13.Practical-example.Descriptive-statistics-exercise.xlsx.xlsx | 120.28 kB |
| 11. Statistics - Practical Example Descriptive Statistics/2.2 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx.xlsx | 146.22 kB |
| 12. Statistics - Inferential Statistics Fundamentals/1. Introduction.mp4 | 15.51 MB |
| 12. Statistics - Inferential Statistics Fundamentals/1. Introduction.vtt | 1.44 kB |
| 12. Statistics - Inferential Statistics Fundamentals/1.1 Course notes_inferential statistics.pdf.pdf | 382.32 kB |
| 12. Statistics - Inferential Statistics Fundamentals/10. Central Limit Theorem.html | 161.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/11. Standard error.mp4 | 22.78 MB |
| 12. Statistics - Inferential Statistics Fundamentals/11. Standard error.vtt | 1.76 kB |
| 12. Statistics - Inferential Statistics Fundamentals/12. Standard Error.html | 161.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/13. Estimators and Estimates.mp4 | 47.83 MB |
| 12. Statistics - Inferential Statistics Fundamentals/13. Estimators and Estimates.vtt | 3.27 kB |
| 12. Statistics - Inferential Statistics Fundamentals/14. Estimators and Estimates.html | 161.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/2. What is a Distribution.mp4 | 61.59 MB |
| 12. Statistics - Inferential Statistics Fundamentals/2. What is a Distribution.vtt | 5.07 kB |
| 12. Statistics - Inferential Statistics Fundamentals/2.1 3.2. What is a distribution_lesson.xlsx.xlsx | 19.46 kB |
| 12. Statistics - Inferential Statistics Fundamentals/2.1 Course notes_inferential statistics.pdf.pdf | 382.32 kB |
| 12. Statistics - Inferential Statistics Fundamentals/2.2 3.2. What is a distribution_lesson.xlsx.xlsx | 19.46 kB |
| 12. Statistics - Inferential Statistics Fundamentals/2.2 Course notes_inferential statistics.pdf.pdf | 382.32 kB |
| 12. Statistics - Inferential Statistics Fundamentals/3. What is a Distribution.html | 161.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/4. The Normal Distribution.mp4 | 49.85 MB |
| 12. Statistics - Inferential Statistics Fundamentals/4. The Normal Distribution.vtt | 4.32 kB |
| 12. Statistics - Inferential Statistics Fundamentals/5. The Normal Distribution.html | 161.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/6. The Standard Normal Distribution.mp4 | 22.51 MB |
| 12. Statistics - Inferential Statistics Fundamentals/6. The Standard Normal Distribution.vtt | 3.45 kB |
| 12. Statistics - Inferential Statistics Fundamentals/6.1 3.4. Standard normal distribution_lesson.xlsx.xlsx | 10.38 kB |
| 12. Statistics - Inferential Statistics Fundamentals/7. The Standard Normal Distribution.html | 161.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/8. The Standard Normal Distribution Exercise.html | 81.00 B |
| 12. Statistics - Inferential Statistics Fundamentals/8.1 3.4.Standard-normal-distribution-exercise-solution.xlsx.xlsx | 24.04 kB |
| 12. Statistics - Inferential Statistics Fundamentals/8.1 3.4.Standard-normal-distribution-exercise.xlsx.xlsx | 11.99 kB |
| 12. Statistics - Inferential Statistics Fundamentals/8.2 3.4.Standard-normal-distribution-exercise-solution.xlsx.xlsx | 24.04 kB |
| 12. Statistics - Inferential Statistics Fundamentals/8.2 3.4.Standard-normal-distribution-exercise.xlsx.xlsx | 11.99 kB |
| 12. Statistics - Inferential Statistics Fundamentals/9. Central Limit Theorem.mp4 | 62.88 MB |
| 12. Statistics - Inferential Statistics Fundamentals/9. Central Limit Theorem.vtt | 4.95 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/1. What are Confidence Intervals.mp4 | 49.99 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/1. What are Confidence Intervals.vtt | 2.86 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/10. Margin of Error.mp4 | 59.16 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/10. Margin of Error.vtt | 5.39 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/11. Margin of Error.html | 161.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/12. Confidence intervals. Two means. Dependent samples.mp4 | 70.47 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/12. Confidence intervals. Two means. Dependent samples.vtt | 7.10 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/12.1 3.13. Confidence intervals. Two means. Dependent samples_lesson.xlsx.xlsx | 10.47 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/13. Confidence intervals. Two means. Dependent samples Exercise.html | 81.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/13.1 3.13. Confidence intervals. Two means. Dependent samples_exercise.xlsx.xlsx | 13.74 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/13.2 3.13. Confidence intervals. Two means. Dependent samples_exercise_solution.xlsx.xlsx | 14.24 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/14. Confidence intervals. Two means. Independent samples (Part 1).mp4 | 28.75 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/14. Confidence intervals. Two means. Independent samples (Part 1).vtt | 5.33 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/14.1 3.14. Confidence intervals. Two means. Independent samples (Part 1)_lesson.xlsx.xlsx | 9.83 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/15. Confidence intervals. Two means. Independent samples (Part 1) Exercise.html | 81.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/15.1 3.14. Confidence intervals. Two means. Independent samples (Part 1)_exercise.xlsx.xlsx | 9.83 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/15.2 3.14. Confidence intervals. Two means. Independent samples (Part 1)_exercise_solution.xlsx.xlsx | 10.12 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/16. Confidence intervals. Two means. Independent samples (Part 2).mp4 | 26.82 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/16. Confidence intervals. Two means. Independent samples (Part 2).vtt | 3.98 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/16.1 3.15. Confidence intervals. Two means. Independent samples (Part 2)_lesson.xlsx.xlsx | 9.52 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/17. Confidence intervals. Two means. Independent samples (Part 2) Exercise.html | 81.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/17.1 3.15. Confidence intervals. Two means. Independent samples (Part 2)_exercise.xlsx.xlsx | 9.17 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/17.2 3.15. Confidence intervals. Two means. Independent samples (Part 2)_exercise_solution.xlsx.xlsx | 9.79 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/18. Confidence intervals. Two means. Independent samples (Part 3).mp4 | 19.93 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/18. Confidence intervals. Two means. Independent samples (Part 3).vtt | 1.72 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/2. What are Confidence Intervals.html | 161.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/3. Confidence Intervals; Population Variance Known; z-score.mp4 | 78.21 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/3. Confidence Intervals; Population Variance Known; z-score.vtt | 8.65 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/3.1 3.9. Population variance known, z-score_lesson.xlsx.xlsx | 11.21 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/3.2 3.9.The-z-table.xlsx.xlsx | 25.58 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/4. Confidence Intervals; Population Variance Known; z-score; Exercise.html | 81.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/4.1 3.9. Population variance known, z-score_exercise.xlsx.xlsx | 10.83 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/4.1 3.9. Population variance known, z-score_exercise_solution.xlsx.xlsx | 11.16 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/4.2 3.9. Population variance known, z-score_exercise.xlsx.xlsx | 10.83 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/4.2 3.9. Population variance known, z-score_exercise_solution.xlsx.xlsx | 11.16 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/4.3 3.9.The-z-table.xlsx.xlsx | 25.58 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/5. Confidence Interval Clarifications.mp4 | 57.03 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/5. Confidence Interval Clarifications.vtt | 4.82 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/6. Student's T Distribution.mp4 | 35.44 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/6. Student's T Distribution.vtt | 3.68 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/7. Student's T Distribution.html | 161.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/8. Confidence Intervals; Population Variance Unknown; t-score.mp4 | 32.20 MB |
| 13. Statistics - Inferential Statistics Confidence Intervals/8. Confidence Intervals; Population Variance Unknown; t-score.vtt | 5.00 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/8.1 3.11. The t-table.xlsx.xlsx | 15.85 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/8.2 3.11. Population variance unknown, t-score_lesson.xlsx.xlsx | 10.78 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/9. Confidence Intervals; Population Variance Unknown; t-score; Exercise.html | 81.00 B |
| 13. Statistics - Inferential Statistics Confidence Intervals/9.1 3.11. Population variance unknown, t-score_exercise.xlsx.xlsx | 10.62 kB |
| 13. Statistics - Inferential Statistics Confidence Intervals/9.2 3.11. Population variance unknown, t-score_exercise_solution.xlsx.xlsx | 11.10 kB |
| 14. Statistics - Practical Example Inferential Statistics/1. Practical Example Inferential Statistics.mp4 | 102.66 MB |
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| 14. Statistics - Practical Example Inferential Statistics/1.1 3.17. Practical example. Confidence intervals_lesson.xlsx.xlsx | 1.74 MB |
| 14. Statistics - Practical Example Inferential Statistics/2. Practical Example Inferential Statistics Exercise.html | 81.00 B |
| 14. Statistics - Practical Example Inferential Statistics/2.1 3.17. Practical example. Confidence intervals_exercise.xlsx.xlsx | 1.73 MB |
| 14. Statistics - Practical Example Inferential Statistics/2.1 3.17.Practical-example.Confidence-intervals-exercise-solution.xlsx.xlsx | 1.74 MB |
| 14. Statistics - Practical Example Inferential Statistics/2.2 3.17. Practical example. Confidence intervals_exercise.xlsx.xlsx | 1.73 MB |
| 14. Statistics - Practical Example Inferential Statistics/2.2 3.17.Practical-example.Confidence-intervals-exercise-solution.xlsx.xlsx | 1.74 MB |
| 15. Statistics - Hypothesis Testing/1. Null vs Alternative Hypothesis.mp4 | 92.04 MB |
| 15. Statistics - Hypothesis Testing/1. Null vs Alternative Hypothesis.vtt | 6.18 kB |
| 15. Statistics - Hypothesis Testing/1.1 Course notes_hypothesis_testing.pdf.pdf | 648.20 kB |
| 15. Statistics - Hypothesis Testing/10. p-value.mp4 | 55.88 MB |
| 15. Statistics - Hypothesis Testing/10. p-value.vtt | 4.46 kB |
| 15. Statistics - Hypothesis Testing/10.1 Online p-value calculator.pdf.pdf | 1.22 MB |
| 15. Statistics - Hypothesis Testing/11. p-value.html | 161.00 B |
| 15. Statistics - Hypothesis Testing/12. Test for the Mean. Population Variance Unknown.mp4 | 40.24 MB |
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| 15. Statistics - Hypothesis Testing/12.1 4.6.Test-for-the-mean.Population-variance-unknown-lesson.xlsx.xlsx | 14.54 kB |
| 15. Statistics - Hypothesis Testing/13. Test for the Mean. Population Variance Unknown Exercise.html | 81.00 B |
| 15. Statistics - Hypothesis Testing/13.1 4.6.Test-for-the-mean.Population-variance-unknown-exercise-solution.xlsx.xlsx | 12.61 kB |
| 15. Statistics - Hypothesis Testing/13.1 4.6.Test-for-the-mean.Population-variance-unknown-exercise.xlsx.xlsx | 11.34 kB |
| 15. Statistics - Hypothesis Testing/13.2 4.6.Test-for-the-mean.Population-variance-unknown-exercise-solution.xlsx.xlsx | 12.61 kB |
| 15. Statistics - Hypothesis Testing/13.2 4.6.Test-for-the-mean.Population-variance-unknown-exercise.xlsx.xlsx | 11.34 kB |
| 15. Statistics - Hypothesis Testing/14. Test for the Mean. Dependent Samples.mp4 | 50.37 MB |
| 15. Statistics - Hypothesis Testing/14. Test for the Mean. Dependent Samples.vtt | 5.59 kB |
| 15. Statistics - Hypothesis Testing/14.1 4.7. Test for the mean. Dependent samples_lesson.xlsx.xlsx | 9.79 kB |
| 15. Statistics - Hypothesis Testing/15. Test for the Mean. Dependent Samples Exercise.html | 81.00 B |
| 15. Statistics - Hypothesis Testing/15.1 4.7. Test for the mean. Dependent samples_exercise_solution.xlsx.xlsx | 14.40 kB |
| 15. Statistics - Hypothesis Testing/15.2 4.7. Test for the mean. Dependent samples_exercise.xlsx.xlsx | 12.80 kB |
| 15. Statistics - Hypothesis Testing/16. Test for the mean. Independent samples (Part 1).mp4 | 29.96 MB |
| 15. Statistics - Hypothesis Testing/16. Test for the mean. Independent samples (Part 1).vtt | 4.80 kB |
| 15. Statistics - Hypothesis Testing/16.1 4.8. Test for the mean. Independent samples (Part 1)_lesson.xlsx.xlsx | 9.63 kB |
| 15. Statistics - Hypothesis Testing/17. Test for the mean. Independent samples (Part 1). Exercise.html | 81.00 B |
| 15. Statistics - Hypothesis Testing/17.1 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise-solution.xlsx.xlsx | 11.25 kB |
| 15. Statistics - Hypothesis Testing/17.1 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise.xlsx.xlsx | 10.77 kB |
| 15. Statistics - Hypothesis Testing/17.2 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise-solution.xlsx.xlsx | 11.25 kB |
| 15. Statistics - Hypothesis Testing/17.2 4.8.Test-for-the-mean.Independent-samples-Part-1-exercise.xlsx.xlsx | 10.77 kB |
| 15. Statistics - Hypothesis Testing/18. Test for the mean. Independent samples (Part 2).mp4 | 36.39 MB |
| 15. Statistics - Hypothesis Testing/18. Test for the mean. Independent samples (Part 2).vtt | 4.55 kB |
| 15. Statistics - Hypothesis Testing/18.1 4.9. Test for the mean. Independent samples (Part 2)_lesson.xlsx.xlsx | 9.31 kB |
| 15. Statistics - Hypothesis Testing/19. Test for the mean. Independent samples (Part 2).html | 161.00 B |
| 15. Statistics - Hypothesis Testing/2. Further Reading on Null and Alternative Hypothesis.html | 2.29 kB |
| 15. Statistics - Hypothesis Testing/20. Test for the mean. Independent samples (Part 2) Exercise.html | 81.00 B |
| 15. Statistics - Hypothesis Testing/20.1 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2-solution.xlsx.xlsx | 11.39 kB |
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| 15. Statistics - Hypothesis Testing/20.2 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2-solution.xlsx.xlsx | 11.39 kB |
| 15. Statistics - Hypothesis Testing/20.2 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-2.xlsx.xlsx | 10.54 kB |
| 15. Statistics - Hypothesis Testing/3. Null vs Alternative Hypothesis.html | 161.00 B |
| 15. Statistics - Hypothesis Testing/4. Rejection Region and Significance Level.mp4 | 112.60 MB |
| 15. Statistics - Hypothesis Testing/4. Rejection Region and Significance Level.vtt | 7.75 kB |
| 15. Statistics - Hypothesis Testing/4.1 Course notes_hypothesis_testing.pdf.pdf | 648.20 kB |
| 15. Statistics - Hypothesis Testing/5. Rejection Region and Significance Level.html | 161.00 B |
| 15. Statistics - Hypothesis Testing/6. Type I Error and Type II Error.mp4 | 43.93 MB |
| 15. Statistics - Hypothesis Testing/6. Type I Error and Type II Error.vtt | 4.90 kB |
| 15. Statistics - Hypothesis Testing/7. Type I Error and Type II Error.html | 161.00 B |
| 15. Statistics - Hypothesis Testing/8. Test for the Mean. Population Variance Known.mp4 | 54.22 MB |
| 15. Statistics - Hypothesis Testing/8. Test for the Mean. Population Variance Known.vtt | 7.12 kB |
| 15. Statistics - Hypothesis Testing/8.1 4.4. Test for the mean. Population variance known_lesson.xlsx.xlsx | 10.96 kB |
| 15. Statistics - Hypothesis Testing/9. Test for the Mean. Population Variance Known Exercise.html | 81.00 B |
| 15. Statistics - Hypothesis Testing/9.1 4.4. Test for the mean. Population variance known_exercise.xlsx.xlsx | 11.03 kB |
| 15. Statistics - Hypothesis Testing/9.1 4.4. Test for the mean. Population variance known_exercise_solution.xlsx.xlsx | 11.22 kB |
| 15. Statistics - Hypothesis Testing/9.2 4.4. Test for the mean. Population variance known_exercise.xlsx.xlsx | 11.03 kB |
| 15. Statistics - Hypothesis Testing/9.2 4.4. Test for the mean. Population variance known_exercise_solution.xlsx.xlsx | 11.22 kB |
| 16. Statistics - Practical Example Hypothesis Testing/1. Practical Example Hypothesis Testing.mp4 | 69.49 MB |
| 16. Statistics - Practical Example Hypothesis Testing/1. Practical Example Hypothesis Testing.vtt | 7.43 kB |
| 16. Statistics - Practical Example Hypothesis Testing/1.1 4.10.Hypothesis-testing-section-practical-example.xlsx.xlsx | 51.71 kB |
| 16. Statistics - Practical Example Hypothesis Testing/2. Practical Example Hypothesis Testing Exercise.html | 81.00 B |
| 16. Statistics - Practical Example Hypothesis Testing/2.1 4.10. Hypothesis testing section_practical example_exercise.xlsx.xlsx | 43.38 kB |
| 16. Statistics - Practical Example Hypothesis Testing/2.1 4.10.Hypothesis-testing-section-practical-example-exercise-solution.xlsx.xlsx | 44.04 kB |
| 16. Statistics - Practical Example Hypothesis Testing/2.2 4.10. Hypothesis testing section_practical example_exercise.xlsx.xlsx | 43.38 kB |
| 16. Statistics - Practical Example Hypothesis Testing/2.2 4.10.Hypothesis-testing-section-practical-example-exercise-solution.xlsx.xlsx | 44.04 kB |
| 17. Part 3 Introduction to Python/1. Introduction to Programming.mp4 | 58.55 MB |
| 17. Part 3 Introduction to Python/1. Introduction to Programming.vtt | 6.08 kB |
| 17. Part 3 Introduction to Python/10. Jupyter's Interface.html | 161.00 B |
| 17. Part 3 Introduction to Python/2. Introduction to Programming.html | 161.00 B |
| 17. Part 3 Introduction to Python/3. Why Python.mp4 | 75.08 MB |
| 17. Part 3 Introduction to Python/3. Why Python.vtt | 6.11 kB |
| 17. Part 3 Introduction to Python/4. Why Python.html | 161.00 B |
| 17. Part 3 Introduction to Python/5. Why Jupyter.mp4 | 44.31 MB |
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| 17. Part 3 Introduction to Python/6. Why Jupyter.html | 161.00 B |
| 17. Part 3 Introduction to Python/7. Installing Python and Jupyter.mp4 | 54.41 MB |
| 17. Part 3 Introduction to Python/7. Installing Python and Jupyter.vtt | 6.23 kB |
| 17. Part 3 Introduction to Python/8. Understanding Jupyter's Interface - the Notebook Dashboard.mp4 | 13.79 MB |
| 17. Part 3 Introduction to Python/8. Understanding Jupyter's Interface - the Notebook Dashboard.vtt | 3.25 kB |
| 17. Part 3 Introduction to Python/9. Prerequisites for Coding in the Jupyter Notebooks.mp4 | 30.58 MB |
| 17. Part 3 Introduction to Python/9. Prerequisites for Coding in the Jupyter Notebooks.vtt | 6.80 kB |
| 18. Python - Variables and Data Types/1. Variables.mp4 | 26.61 MB |
| 18. Python - Variables and Data Types/1. Variables.vtt | 5.35 kB |
| 18. Python - Variables and Data Types/1.1 Python Introduction - Course Notes.pdf.pdf | 2.03 MB |
| 18. Python - Variables and Data Types/1.2 Variables - Resources.html | 134.00 B |
| 18. Python - Variables and Data Types/2. Variables.html | 161.00 B |
| 18. Python - Variables and Data Types/3. Numbers and Boolean Values in Python.mp4 | 17.06 MB |
| 18. Python - Variables and Data Types/3. Numbers and Boolean Values in Python.vtt | 3.17 kB |
| 18. Python - Variables and Data Types/3.1 Numbers and Boolean Values - Resources.html | 134.00 B |
| 18. Python - Variables and Data Types/4. Numbers and Boolean Values in Python.html | 161.00 B |
| 18. Python - Variables and Data Types/5. Python Strings.mp4 | 30.76 MB |
| 18. Python - Variables and Data Types/5. Python Strings.vtt | 6.46 kB |
| 18. Python - Variables and Data Types/5.1 Strings - Resources.html | 134.00 B |
| 18. Python - Variables and Data Types/6. Python Strings.html | 161.00 B |
| 19. Python - Basic Python Syntax/1. Using Arithmetic Operators in Python.mp4 | 18.92 MB |
| 19. Python - Basic Python Syntax/1. Using Arithmetic Operators in Python.vtt | 3.58 kB |
| 19. Python - Basic Python Syntax/1.1 Arithmetic Operators - Resources.html | 134.00 B |
| 19. Python - Basic Python Syntax/10. Indexing Elements.mp4 | 5.93 MB |
| 19. Python - Basic Python Syntax/10. Indexing Elements.vtt | 1.47 kB |
| 19. Python - Basic Python Syntax/10.1 Indexing Elements - Resources.html | 134.00 B |
| 19. Python - Basic Python Syntax/11. Indexing Elements.html | 161.00 B |
| 19. Python - Basic Python Syntax/12. Structuring with Indentation.mp4 | 6.81 MB |
| 19. Python - Basic Python Syntax/12. Structuring with Indentation.vtt | 1.96 kB |
| 19. Python - Basic Python Syntax/12.1 Structure Your Code with Indentation - Resources.html | 134.00 B |
| 19. Python - Basic Python Syntax/13. Structuring with Indentation.html | 161.00 B |
| 19. Python - Basic Python Syntax/2. Using Arithmetic Operators in Python.html | 161.00 B |
| 19. Python - Basic Python Syntax/3. The Double Equality Sign.mp4 | 5.99 MB |
| 19. Python - Basic Python Syntax/3. The Double Equality Sign.vtt | 1.59 kB |
| 19. Python - Basic Python Syntax/3.1 The Double Equality Sign - Resources.html | 134.00 B |
| 19. Python - Basic Python Syntax/4. The Double Equality Sign.html | 161.00 B |
| 19. Python - Basic Python Syntax/5. How to Reassign Values.mp4 | 4.00 MB |
| 19. Python - Basic Python Syntax/5. How to Reassign Values.vtt | 1.13 kB |
| 19. Python - Basic Python Syntax/5.1 Reassign Values - Resources.html | 134.00 B |
| 19. Python - Basic Python Syntax/6. How to Reassign Values.html | 161.00 B |
| 19. Python - Basic Python Syntax/7. Add Comments.mp4 | 5.00 MB |
| 19. Python - Basic Python Syntax/7. Add Comments.vtt | 1.49 kB |
| 19. Python - Basic Python Syntax/7.1 Add Comments - Resources.html | 134.00 B |
| 19. Python - Basic Python Syntax/8. Add Comments.html | 161.00 B |
| 19. Python - Basic Python Syntax/9. Understanding Line Continuation.mp4 | 2.36 MB |
| 19. Python - Basic Python Syntax/9. Understanding Line Continuation.vtt | 1.00 kB |
| 19. Python - Basic Python Syntax/9.1 Line Continuation - Resources.html | 134.00 B |
| 20. Python - Other Python Operators/1. Comparison Operators.mp4 | 10.18 MB |
| 20. Python - Other Python Operators/1. Comparison Operators.vtt | 2.14 kB |
| 20. Python - Other Python Operators/1.1 Comparison Operators - Resources.html | 134.00 B |
| 20. Python - Other Python Operators/2. Comparison Operators.html | 161.00 B |
| 20. Python - Other Python Operators/3. Logical and Identity Operators.mp4 | 30.06 MB |
| 20. Python - Other Python Operators/3. Logical and Identity Operators.vtt | 4.99 kB |
| 20. Python - Other Python Operators/3.1 Logical and Identity Operators - Resources.html | 134.00 B |
| 20. Python - Other Python Operators/4. Logical and Identity Operators.html | 161.00 B |
| 21. Python - Conditional Statements/1. The IF Statement.mp4 | 13.63 MB |
| 21. Python - Conditional Statements/1. The IF Statement.vtt | 3.12 kB |
| 21. Python - Conditional Statements/1.1 Introduction to the If Statement - Resources.html | 134.00 B |
| 21. Python - Conditional Statements/2. The IF Statement.html | 161.00 B |
| 21. Python - Conditional Statements/3. The ELSE Statement.mp4 | 13.58 MB |
| 21. Python - Conditional Statements/3. The ELSE Statement.vtt | 2.45 kB |
| 21. Python - Conditional Statements/3.1 Add an Else Statement - Resources.html | 134.00 B |
| 21. Python - Conditional Statements/4. The ELIF Statement.mp4 | 33.15 MB |
| 21. Python - Conditional Statements/4. The ELIF Statement.vtt | 5.75 kB |
| 21. Python - Conditional Statements/4.1 Else if, for Brief - Elif - Resources.html | 134.00 B |
| 21. Python - Conditional Statements/5. A Note on Boolean Values.mp4 | 11.25 MB |
| 21. Python - Conditional Statements/5. A Note on Boolean Values.vtt | 2.55 kB |
| 21. Python - Conditional Statements/5.1 A Note on Boolean Values - Resources.html | 134.00 B |
| 21. Python - Conditional Statements/6. A Note on Boolean Values.html | 161.00 B |
| 22. Python - Python Functions/1. Defining a Function in Python.mp4 | 7.74 MB |
| 22. Python - Python Functions/1. Defining a Function in Python.vtt | 2.20 kB |
| 22. Python - Python Functions/1.1 Defining a Function in Python - Resources.html | 134.00 B |
| 22. Python - Python Functions/2. How to Create a Function with a Parameter.mp4 | 23.88 MB |
| 22. Python - Python Functions/2. How to Create a Function with a Parameter.vtt | 3.78 kB |
| 22. Python - Python Functions/2.1 Creating a Function with a Parameter - Resources.html | 134.00 B |
| 22. Python - Python Functions/3. Defining a Function in Python - Part II.mp4 | 14.79 MB |
| 22. Python - Python Functions/3. Defining a Function in Python - Part II.vtt | 2.70 kB |
| 22. Python - Python Functions/3.1 Another Way to Define a Function - Resources.html | 134.00 B |
| 22. Python - Python Functions/4. How to Use a Function within a Function.mp4 | 8.13 MB |
| 22. Python - Python Functions/4. How to Use a Function within a Function.vtt | 1.78 kB |
| 22. Python - Python Functions/4.1 Using a Function in Another Function - Resources.html | 134.00 B |
| 22. Python - Python Functions/5. Conditional Statements and Functions.mp4 | 15.69 MB |
| 22. Python - Python Functions/5. Conditional Statements and Functions.vtt | 3.05 kB |
| 22. Python - Python Functions/5.1 Combining Conditional Statements and Functions - Resources.html | 134.00 B |
| 22. Python - Python Functions/6. Functions Containing a Few Arguments.mp4 | 7.58 MB |
| 22. Python - Python Functions/6. Functions Containing a Few Arguments.vtt | 1.13 kB |
| 22. Python - Python Functions/6.1 Creating Functions Containing a Few Arguments - Resources.html | 134.00 B |
| 22. Python - Python Functions/7. Built-in Functions in Python.mp4 | 22.01 MB |
| 22. Python - Python Functions/7. Built-in Functions in Python.vtt | 3.68 kB |
| 22. Python - Python Functions/7.1 Notable Built-In Functions in Python - Resources.html | 134.00 B |
| 22. Python - Python Functions/8. Python Functions.html | 161.00 B |
| 23. Python - Sequences/1. Lists.mp4 | 21.99 MB |
| 23. Python - Sequences/1. Lists.vtt | 4.30 kB |
| 23. Python - Sequences/1.1 Lists - Resources.html | 134.00 B |
| 23. Python - Sequences/2. Lists.html | 161.00 B |
| 23. Python - Sequences/3. Using Methods.mp4 | 21.95 MB |
| 23. Python - Sequences/3. Using Methods.vtt | 3.47 kB |
| 23. Python - Sequences/3.1 Help Yourself with Methods - Resources.html | 134.00 B |
| 23. Python - Sequences/4. Using Methods.html | 161.00 B |
| 23. Python - Sequences/5. List Slicing.mp4 | 30.76 MB |
| 23. Python - Sequences/5. List Slicing.vtt | 4.83 kB |
| 23. Python - Sequences/5.1 List Slicing - Resources.html | 134.00 B |
| 23. Python - Sequences/6. Tuples.mp4 | 16.67 MB |
| 23. Python - Sequences/6. Tuples.vtt | 2.96 kB |
| 23. Python - Sequences/6.1 Tuples - Resources.html | 134.00 B |
| 23. Python - Sequences/7. Dictionaries.mp4 | 25.04 MB |
| 23. Python - Sequences/7. Dictionaries.vtt | 3.63 kB |
| 23. Python - Sequences/7.1 Dictionaries - Resources.html | 134.00 B |
| 23. Python - Sequences/8. Dictionaries.html | 161.00 B |
| 24. Python - Iterations/1. For Loops.mp4 | 11.79 MB |
| 24. Python - Iterations/1. For Loops.vtt | 2.44 kB |
| 24. Python - Iterations/1.1 For Loops - Resources.html | 134.00 B |
| 24. Python - Iterations/2. For Loops.html | 161.00 B |
| 24. Python - Iterations/3. While Loops and Incrementing.mp4 | 15.45 MB |
| 24. Python - Iterations/3. While Loops and Incrementing.vtt | 2.42 kB |
| 24. Python - Iterations/3.1 While Loops and Incrementing - Resources.html | 134.00 B |
| 24. Python - Iterations/4. Lists with the range() Function.mp4 | 11.42 MB |
| 24. Python - Iterations/4. Lists with the range() Function.vtt | 2.45 kB |
| 24. Python - Iterations/4.1 Create Lists with the range() Function - Resources.html | 134.00 B |
| 24. Python - Iterations/5. Lists with the range() Function.html | 161.00 B |
| 24. Python - Iterations/6. Conditional Statements and Loops.mp4 | 16.10 MB |
| 24. Python - Iterations/6. Conditional Statements and Loops.vtt | 3.15 kB |
| 24. Python - Iterations/6.1 Use Conditional Statements and Loops Together - Resources.html | 134.00 B |
| 24. Python - Iterations/7. Conditional Statements, Functions, and Loops.mp4 | 9.48 MB |
| 24. Python - Iterations/7. Conditional Statements, Functions, and Loops.vtt | 2.09 kB |
| 24. Python - Iterations/7.1 All In - Conditional Statements, Functions, and Loops - Resources.html | 134.00 B |
| 24. Python - Iterations/8. How to Iterate over Dictionaries.mp4 | 16.98 MB |
| 24. Python - Iterations/8. How to Iterate over Dictionaries.vtt | 3.34 kB |
| 24. Python - Iterations/8.1 Iterating over Dictionaries - Resources.html | 134.00 B |
| 25. Python - Advanced Python Tools/1. Object Oriented Programming.mp4 | 33.59 MB |
| 25. Python - Advanced Python Tools/1. Object Oriented Programming.vtt | 5.34 kB |
| 25. Python - Advanced Python Tools/2. Object Oriented Programming.html | 161.00 B |
| 25. Python - Advanced Python Tools/3. Modules and Packages.mp4 | 8.50 MB |
| 25. Python - Advanced Python Tools/3. Modules and Packages.vtt | 1.13 kB |
| 25. Python - Advanced Python Tools/4. Modules and Packages.html | 161.00 B |
| 25. Python - Advanced Python Tools/5. What is the Standard Library.mp4 | 18.03 MB |
| 25. Python - Advanced Python Tools/5. What is the Standard Library.vtt | 3.15 kB |
| 25. Python - Advanced Python Tools/6. What is the Standard Library.html | 161.00 B |
| 25. Python - Advanced Python Tools/7. Importing Modules in Python.mp4 | 19.93 MB |
| 25. Python - Advanced Python Tools/7. Importing Modules in Python.vtt | 4.17 kB |
| 25. Python - Advanced Python Tools/8. Importing Modules in Python.html | 161.00 B |
| 26. Part 4 Advanced Statistical Methods in Python/1. Introduction to Regression Analysis.mp4 | 17.32 MB |
| 26. Part 4 Advanced Statistical Methods in Python/1. Introduction to Regression Analysis.vtt | 1.95 kB |
| 26. Part 4 Advanced Statistical Methods in Python/2. Introduction to Regression Analysis.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/1. The Linear Regression Model.mp4 | 57.37 MB |
| 27. Advanced Statistical Methods - Linear regression/1. The Linear Regression Model.vtt | 6.14 kB |
| 27. Advanced Statistical Methods - Linear regression/10. Using Seaborn for Graphs.mp4 | 12.24 MB |
| 27. Advanced Statistical Methods - Linear regression/10. Using Seaborn for Graphs.vtt | 1.30 kB |
| 27. Advanced Statistical Methods - Linear regression/11. How to Interpret the Regression Table.mp4 | 44.64 MB |
| 27. Advanced Statistical Methods - Linear regression/11. How to Interpret the Regression Table.vtt | 5.50 kB |
| 27. Advanced Statistical Methods - Linear regression/12. How to Interpret the Regression Table.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/13. Decomposition of Variability.mp4 | 49.67 MB |
| 27. Advanced Statistical Methods - Linear regression/13. Decomposition of Variability.vtt | 3.67 kB |
| 27. Advanced Statistical Methods - Linear regression/14. Decomposition of Variability.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/15. What is the OLS.mp4 | 28.31 MB |
| 27. Advanced Statistical Methods - Linear regression/15. What is the OLS.vtt | 3.33 kB |
| 27. Advanced Statistical Methods - Linear regression/16. What is the OLS.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/17. R-Squared.mp4 | 41.03 MB |
| 27. Advanced Statistical Methods - Linear regression/17. R-Squared.vtt | 5.79 kB |
| 27. Advanced Statistical Methods - Linear regression/18. R-Squared.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/2. The Linear Regression Model.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/3. Correlation vs Regression.mp4 | 14.73 MB |
| 27. Advanced Statistical Methods - Linear regression/3. Correlation vs Regression.vtt | 1.82 kB |
| 27. Advanced Statistical Methods - Linear regression/4. Correlation vs Regression.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/5. Geometrical Representation of the Linear Regression Model.mp4 | 5.12 MB |
| 27. Advanced Statistical Methods - Linear regression/5. Geometrical Representation of the Linear Regression Model.vtt | 1.45 kB |
| 27. Advanced Statistical Methods - Linear regression/6. Geometrical Representation of the Linear Regression Model.html | 161.00 B |
| 27. Advanced Statistical Methods - Linear regression/7. Python Packages Installation.mp4 | 40.58 MB |
| 27. Advanced Statistical Methods - Linear regression/7. Python Packages Installation.vtt | 4.89 kB |
| 27. Advanced Statistical Methods - Linear regression/8. First Regression in Python.mp4 | 44.56 MB |
| 27. Advanced Statistical Methods - Linear regression/8. First Regression in Python.vtt | 6.91 kB |
| 27. Advanced Statistical Methods - Linear regression/8.1 Simple Linear Regression in Python - Lecture.html | 223.00 B |
| 27. Advanced Statistical Methods - Linear regression/9. First Regression in Python Exercise.html | 76.00 B |
| 27. Advanced Statistical Methods - Linear regression/9.1 Simple Linear Regression in Python - Exercise.html | 223.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/1. Multiple Linear Regression.mp4 | 21.52 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/1. Multiple Linear Regression.vtt | 2.93 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/10. A1 Linearity.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/11. A2 No Endogeneity.mp4 | 35.67 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/11. A2 No Endogeneity.vtt | 4.58 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/12. A2 No Endogeneity.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/13. A3 Normality and Homoscedasticity.mp4 | 42.70 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/13. A3 Normality and Homoscedasticity.vtt | 5.81 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/14. A4 No Autocorrelation.mp4 | 31.51 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/14. A4 No Autocorrelation.vtt | 4.27 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/15. A4 No autocorrelation.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/16. A5 No Multicollinearity.mp4 | 28.70 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/16. A5 No Multicollinearity.vtt | 4.04 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/17. A5 No Multicollinearity.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/18. Dealing with Categorical Data - Dummy Variables.mp4 | 55.67 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/18. Dealing with Categorical Data - Dummy Variables.vtt | 7.11 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/18.1 Dummies - Lecture.html | 223.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/19. Dealing with Categorical Data - Dummy Variables.html | 76.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/19.1 Dummies - Exercise.html | 223.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/2. Multiple Linear Regression.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/20. Making Predictions with the Linear Regression.mp4 | 24.69 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/20. Making Predictions with the Linear Regression.vtt | 3.87 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/20.1 Making Predictions - Lecture.html | 223.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/3. Adjusted R-Squared.mp4 | 54.83 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/3. Adjusted R-Squared.vtt | 6.57 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/3.1 Multiple Linear Regression - Lecture.html | 223.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/4. Adjusted R-Squared.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/5. Multiple Linear Regression Exercise.html | 76.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/5.1 Multiple Linear Regression - Exercise.html | 223.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/6. Test for Significance of the Model (F-Test).mp4 | 16.42 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/6. Test for Significance of the Model (F-Test).vtt | 2.23 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/7. OLS Assumptions.mp4 | 21.85 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/7. OLS Assumptions.vtt | 2.67 kB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/8. OLS Assumptions.html | 161.00 B |
| 28. Advanced Statistical Methods - Multiple Linear Regression/9. A1 Linearity.mp4 | 12.60 MB |
| 28. Advanced Statistical Methods - Multiple Linear Regression/9. A1 Linearity.vtt | 2.07 kB |
| 29. Advanced Statistical Methods - Logistic Regression/1. Introduction to Logistic Regression.mp4 | 27.06 MB |
| 29. Advanced Statistical Methods - Logistic Regression/1. Introduction to Logistic Regression.vtt | 1.44 kB |
| 29. Advanced Statistical Methods - Logistic Regression/10. Binary Predictors in a Logistic Regression.mp4 | 38.44 MB |
| 29. Advanced Statistical Methods - Logistic Regression/10. Binary Predictors in a Logistic Regression.vtt | 4.75 kB |
| 29. Advanced Statistical Methods - Logistic Regression/10.1 Binary Predictors - Lecture.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/11. Binary Predictors in a Logistic Regression - Exercise.html | 87.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/11.1 Binary Predictors - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/11.2 Bank_data.csv.csv | 19.55 kB |
| 29. Advanced Statistical Methods - Logistic Regression/12. Calculating the Accuracy of the Model.mp4 | 32.86 MB |
| 29. Advanced Statistical Methods - Logistic Regression/12. Calculating the Accuracy of the Model.vtt | 3.63 kB |
| 29. Advanced Statistical Methods - Logistic Regression/12.1 Accuracy - Lecture.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/13. Calculating the Accuracy of the Model.html | 87.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/13.1 Accuracy - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/13.1 Bank_data.csv.csv | 19.55 kB |
| 29. Advanced Statistical Methods - Logistic Regression/13.2 Accuracy - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/13.2 Bank_data.csv.csv | 19.55 kB |
| 29. Advanced Statistical Methods - Logistic Regression/14. Underfitting and Overfitting.mp4 | 22.29 MB |
| 29. Advanced Statistical Methods - Logistic Regression/14. Underfitting and Overfitting.vtt | 4.37 kB |
| 29. Advanced Statistical Methods - Logistic Regression/15. Testing the Model.mp4 | 32.27 MB |
| 29. Advanced Statistical Methods - Logistic Regression/15. Testing the Model.vtt | 5.70 kB |
| 29. Advanced Statistical Methods - Logistic Regression/15.1 Testing the Model - Lecture.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/16. Testing the Model - Exercise.html | 87.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/16.1 Bank_data_testing.csv.csv | 8.30 kB |
| 29. Advanced Statistical Methods - Logistic Regression/16.1 Testing the Model - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/16.2 Bank_data.csv.csv | 19.55 kB |
| 29. Advanced Statistical Methods - Logistic Regression/16.2 Bank_data_testing.csv.csv | 8.30 kB |
| 29. Advanced Statistical Methods - Logistic Regression/16.3 Bank_data.csv.csv | 19.55 kB |
| 29. Advanced Statistical Methods - Logistic Regression/16.3 Testing the Model - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/2. A Simple Example in Python.mp4 | 34.69 MB |
| 29. Advanced Statistical Methods - Logistic Regression/2. A Simple Example in Python.vtt | 5.05 kB |
| 29. Advanced Statistical Methods - Logistic Regression/2.1 A Simple Example in Python - Lecture.html | 134.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/3. Logistic vs Logit Function.mp4 | 86.49 MB |
| 29. Advanced Statistical Methods - Logistic Regression/3. Logistic vs Logit Function.vtt | 4.27 kB |
| 29. Advanced Statistical Methods - Logistic Regression/4. Building a Logistic Regression.mp4 | 17.10 MB |
| 29. Advanced Statistical Methods - Logistic Regression/4. Building a Logistic Regression.vtt | 2.89 kB |
| 29. Advanced Statistical Methods - Logistic Regression/4.1 Building a Logistic Regression.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/5. Building a Logistic Regression - Exercise.html | 87.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/5.1 Building a Logistic Regression - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/5.2 Example_bank_data.csv.csv | 6.21 kB |
| 29. Advanced Statistical Methods - Logistic Regression/6. An Invaluable Coding Tip.mp4 | 23.05 MB |
| 29. Advanced Statistical Methods - Logistic Regression/6. An Invaluable Coding Tip.vtt | 2.78 kB |
| 29. Advanced Statistical Methods - Logistic Regression/7. Understanding Logistic Regression Tables.mp4 | 30.55 MB |
| 29. Advanced Statistical Methods - Logistic Regression/7. Understanding Logistic Regression Tables.vtt | 4.84 kB |
| 29. Advanced Statistical Methods - Logistic Regression/8. Understanding Logistic Regression Tables - Exercise.html | 87.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/8.1 Bank_data.csv.csv | 19.55 kB |
| 29. Advanced Statistical Methods - Logistic Regression/8.2 Understanding Logistic Regression Tables - Exercise.html | 223.00 B |
| 29. Advanced Statistical Methods - Logistic Regression/9. What do the Odds Actually Mean.mp4 | 32.28 MB |
| 29. Advanced Statistical Methods - Logistic Regression/9. What do the Odds Actually Mean.vtt | 4.18 kB |
| 30. Advanced Statistical Methods - Cluster Analysis/1. Introduction to Cluster Analysis.mp4 | 53.42 MB |
| 30. Advanced Statistical Methods - Cluster Analysis/1. Introduction to Cluster Analysis.vtt | 4.21 kB |
| 30. Advanced Statistical Methods - Cluster Analysis/2. Some Examples of Clusters.mp4 | 71.53 MB |
| 30. Advanced Statistical Methods - Cluster Analysis/2. Some Examples of Clusters.vtt | 5.43 kB |
| 30. Advanced Statistical Methods - Cluster Analysis/3. Difference between Classification and Clustering.mp4 | 36.15 MB |
| 30. Advanced Statistical Methods - Cluster Analysis/3. Difference between Classification and Clustering.vtt | 2.89 kB |
| 30. Advanced Statistical Methods - Cluster Analysis/4. Math Prerequisites.mp4 | 14.55 MB |
| 30. Advanced Statistical Methods - Cluster Analysis/4. Math Prerequisites.vtt | 3.53 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/1. K-Means Clustering.mp4 | 27.28 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/1. K-Means Clustering.vtt | 5.76 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/10. Relationship between Clustering and Regression.mp4 | 9.93 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/10. Relationship between Clustering and Regression.vtt | 1.92 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/11. Market Segmentation with Cluster Analysis (Part 1).mp4 | 43.01 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/11. Market Segmentation with Cluster Analysis (Part 1).vtt | 6.53 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/11.1 Market Segmentation Example.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/12. Market Segmentation with Cluster Analysis (Part 2).mp4 | 56.11 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/12. Market Segmentation with Cluster Analysis (Part 2).vtt | 7.96 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/12.1 Market Segmentation Example (Part 2).html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/13. How is Clustering Useful.mp4 | 74.45 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/13. How is Clustering Useful.vtt | 5.65 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/14. EXERCISE Species Segmentation with Cluster Analysis (Part 1).html | 87.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/14.1 EXERCISE Species Segmentation with Cluster Analysis (Part 1).html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/14.2 iris_dataset.csv.csv | 2.40 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/15. EXERCISE Species Segmentation with Cluster Analysis (Part 2).html | 87.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/15.1 EXERCISE Species Segmentation with Cluster Analysis (Part 2).html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/15.1 iris_with_answers.csv.csv | 3.63 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/15.2 EXERCISE Species Segmentation with Cluster Analysis (Part 2).html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/15.2 iris_dataset.csv.csv | 2.40 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/15.3 iris_dataset.csv.csv | 2.40 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/15.3 iris_with_answers.csv.csv | 3.63 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/2. A Simple Example of Clustering.mp4 | 51.83 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/2. A Simple Example of Clustering.vtt | 8.28 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/2.1 A Simple Example of Clustering.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/3. A Simple Example of Clustering - Exercise.html | 87.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/3.1 Countries_exercise.csv.csv | 8.27 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/3.2 A Simple Example of Clustering - Exercise.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/4. Clustering Categorical Data.mp4 | 21.23 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/4. Clustering Categorical Data.vtt | 2.81 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/4.1 Clustering Categorical Data.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/5. Clustering Categorical Data - Exercise.html | 87.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/5.1 Categorical.csv.csv | 10.34 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/5.2 Clustering Categorical Data - Exercise.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/6. How to Choose the Number of Clusters.mp4 | 44.13 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/6. How to Choose the Number of Clusters.vtt | 6.43 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/6.1 How to Choose the Number of Clusters.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/7. How to Choose the Number of Clusters - Exercise.html | 87.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/7.1 How to Choose the Number of Clusters - Exercise.html | 223.00 B |
| 31. Advanced Statistical Methods - K-Means Clustering/7.2 Countries_exercise.csv.csv | 8.27 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/8. Pros and Cons of K-Means Clustering.mp4 | 37.70 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/8. Pros and Cons of K-Means Clustering.vtt | 4.01 kB |
| 31. Advanced Statistical Methods - K-Means Clustering/9. To Standardize or not to Standardize.mp4 | 30.10 MB |
| 31. Advanced Statistical Methods - K-Means Clustering/9. To Standardize or not to Standardize.vtt | 5.14 kB |
| 32. Advanced Statistical Methods - Other Types of Clustering/1. Types of Clustering.mp4 | 44.57 MB |
| 32. Advanced Statistical Methods - Other Types of Clustering/1. Types of Clustering.vtt | 4.12 kB |
| 32. Advanced Statistical Methods - Other Types of Clustering/2. Dendrogram.mp4 | 29.07 MB |
| 32. Advanced Statistical Methods - Other Types of Clustering/2. Dendrogram.vtt | 6.41 kB |
| 32. Advanced Statistical Methods - Other Types of Clustering/3. Heatmaps.mp4 | 29.62 MB |
| 32. Advanced Statistical Methods - Other Types of Clustering/3. Heatmaps.vtt | 5.47 kB |
| 32. Advanced Statistical Methods - Other Types of Clustering/3.1 Heatmaps.html | 223.00 B |
| 33. Part 5 Mathematics/1. What is a matrix.mp4 | 33.59 MB |
| 33. Part 5 Mathematics/1. What is a matrix.vtt | 3.80 kB |
| 33. Part 5 Mathematics/10. Addition and Subtraction of Matrices.mp4 | 32.61 MB |
| 33. Part 5 Mathematics/10. Addition and Subtraction of Matrices.vtt | 3.48 kB |
| 33. Part 5 Mathematics/10.1 Addition and Subtraction of Matrices Python Notebook.html | 178.00 B |
| 33. Part 5 Mathematics/11. Addition and Subtraction of Matrices.html | 161.00 B |
| 33. Part 5 Mathematics/12. Errors when Adding Matrices.mp4 | 11.17 MB |
| 33. Part 5 Mathematics/12. Errors when Adding Matrices.vtt | 2.27 kB |
| 33. Part 5 Mathematics/12.1 Errors when Adding Matrices Python Notebook.html | 220.00 B |
| 33. Part 5 Mathematics/13. Transpose of a Matrix.mp4 | 38.07 MB |
| 33. Part 5 Mathematics/13. Transpose of a Matrix.vtt | 4.69 kB |
| 33. Part 5 Mathematics/13.1 Transpose of a Matrix Python Notebook.html | 167.00 B |
| 33. Part 5 Mathematics/14. Dot Product.mp4 | 23.99 MB |
| 33. Part 5 Mathematics/14. Dot Product.vtt | 3.68 kB |
| 33. Part 5 Mathematics/14.1 Dot Product Python Notebook.html | 154.00 B |
| 33. Part 5 Mathematics/15. Dot Product of Matrices.mp4 | 49.43 MB |
| 33. Part 5 Mathematics/15. Dot Product of Matrices.vtt | 8.22 kB |
| 33. Part 5 Mathematics/15.1 Dot Product of Matrices Python Notebook.html | 171.00 B |
| 33. Part 5 Mathematics/16. Why is Linear Algebra Useful.mp4 | 144.34 MB |
| 33. Part 5 Mathematics/16. Why is Linear Algebra Useful.vtt | 10.31 kB |
| 33. Part 5 Mathematics/2. What is a Matrix.html | 161.00 B |
| 33. Part 5 Mathematics/3. Scalars and Vectors.mp4 | 33.85 MB |
| 33. Part 5 Mathematics/3. Scalars and Vectors.vtt | 3.30 kB |
| 33. Part 5 Mathematics/4. Scalars and Vectors.html | 161.00 B |
| 33. Part 5 Mathematics/5. Linear Algebra and Geometry.mp4 | 49.79 MB |
| 33. Part 5 Mathematics/5. Linear Algebra and Geometry.vtt | 3.54 kB |
| 33. Part 5 Mathematics/6. Linear Algebra and Geometry.html | 161.00 B |
| 33. Part 5 Mathematics/7. Arrays in Python - A Convenient Way To Represent Matrices.mp4 | 26.67 MB |
| 33. Part 5 Mathematics/7. Arrays in Python - A Convenient Way To Represent Matrices.vtt | 5.31 kB |
| 33. Part 5 Mathematics/7.1 Arrays in Python Notebook.html | 181.00 B |
| 33. Part 5 Mathematics/8. What is a Tensor.mp4 | 22.52 MB |
| 33. Part 5 Mathematics/8. What is a Tensor.vtt | 3.17 kB |
| 33. Part 5 Mathematics/8.1 Tensors Notebook.html | 148.00 B |
| 33. Part 5 Mathematics/9. What is a Tensor.html | 161.00 B |
| 34. Part 6 Deep Learning/1. What to Expect from this Part.mp4 | 31.10 MB |
| 34. Part 6 Deep Learning/1. What to Expect from this Part.vtt | 4.05 kB |
| 34. Part 6 Deep Learning/2. What is Machine Learning.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/1. Introduction to Neural Networks.mp4 | 42.92 MB |
| 35. Deep Learning - Introduction to Neural Networks/1. Introduction to Neural Networks.vtt | 5.18 kB |
| 35. Deep Learning - Introduction to Neural Networks/1.1 Course Notes - Section 2.pdf.pdf | 927.67 kB |
| 35. Deep Learning - Introduction to Neural Networks/10. The Linear Model with Multiple Inputs.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/11. The Linear model with Multiple Inputs and Multiple Outputs.mp4 | 38.32 MB |
| 35. Deep Learning - Introduction to Neural Networks/11. The Linear model with Multiple Inputs and Multiple Outputs.vtt | 4.79 kB |
| 35. Deep Learning - Introduction to Neural Networks/12. The Linear model with Multiple Inputs and Multiple Outputs.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/13. Graphical Representation of Simple Neural Networks.mp4 | 22.64 MB |
| 35. Deep Learning - Introduction to Neural Networks/13. Graphical Representation of Simple Neural Networks.vtt | 2.34 kB |
| 35. Deep Learning - Introduction to Neural Networks/14. Graphical Representation of Simple Neural Networks.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/15. What is the Objective Function.mp4 | 17.91 MB |
| 35. Deep Learning - Introduction to Neural Networks/15. What is the Objective Function.vtt | 1.87 kB |
| 35. Deep Learning - Introduction to Neural Networks/16. What is the Objective Function.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/17. Common Objective Functions L2-norm Loss.mp4 | 23.27 MB |
| 35. Deep Learning - Introduction to Neural Networks/17. Common Objective Functions L2-norm Loss.vtt | 2.44 kB |
| 35. Deep Learning - Introduction to Neural Networks/18. Common Objective Functions L2-norm Loss.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/19. Common Objective Functions Cross-Entropy Loss.mp4 | 37.24 MB |
| 35. Deep Learning - Introduction to Neural Networks/19. Common Objective Functions Cross-Entropy Loss.vtt | 4.57 kB |
| 35. Deep Learning - Introduction to Neural Networks/2. Introduction to Neural Networks.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/20. Common Objective Functions Cross-Entropy Loss.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.mp4 | 55.62 MB |
| 35. Deep Learning - Introduction to Neural Networks/21. Optimization Algorithm 1-Parameter Gradient Descent.vtt | 7.43 kB |
| 35. Deep Learning - Introduction to Neural Networks/21.1 GD-function-example.xlsx.xlsx | 42.18 kB |
| 35. Deep Learning - Introduction to Neural Networks/22. Optimization Algorithm 1-Parameter Gradient Descent.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.mp4 | 39.42 MB |
| 35. Deep Learning - Introduction to Neural Networks/23. Optimization Algorithm n-Parameter Gradient Descent.vtt | 6.62 kB |
| 35. Deep Learning - Introduction to Neural Networks/24. Optimization Algorithm n-Parameter Gradient Descent.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/3. Training the Model.mp4 | 28.71 MB |
| 35. Deep Learning - Introduction to Neural Networks/3. Training the Model.vtt | 3.79 kB |
| 35. Deep Learning - Introduction to Neural Networks/3.1 Course Notes - Section 2.pdf.pdf | 927.67 kB |
| 35. Deep Learning - Introduction to Neural Networks/4. Training the Model.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/5. Types of Machine Learning.mp4 | 45.11 MB |
| 35. Deep Learning - Introduction to Neural Networks/5. Types of Machine Learning.vtt | 4.62 kB |
| 35. Deep Learning - Introduction to Neural Networks/6. Types of Machine Learning.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).mp4 | 28.44 MB |
| 35. Deep Learning - Introduction to Neural Networks/7. The Linear Model (Linear Algebraic Version).vtt | 3.43 kB |
| 35. Deep Learning - Introduction to Neural Networks/8. The Linear Model.html | 161.00 B |
| 35. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.mp4 | 25.11 MB |
| 35. Deep Learning - Introduction to Neural Networks/9. The Linear Model with Multiple Inputs.vtt | 2.74 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1. Basic NN Example (Part 1).mp4 | 20.59 MB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1. Basic NN Example (Part 1).vtt | 3.91 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.1 Bais NN Example Part 1.html | 136.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.1 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.2 Bais NN Example Part 1.html | 136.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/1.2 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/2. Basic NN Example (Part 2).mp4 | 34.94 MB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/2. Basic NN Example (Part 2).vtt | 5.88 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/2.1 Basic NN Example (Part 2).html | 136.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/3. Basic NN Example (Part 3).mp4 | 24.40 MB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/3. Basic NN Example (Part 3).vtt | 3.88 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/3.1 Basic NN Example (Part 3).html | 136.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/4. Basic NN Example (Part 4).mp4 | 61.13 MB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/4. Basic NN Example (Part 4).vtt | 9.46 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/4.1 Basic NN Example (Part 4).html | 145.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5. Basic NN Example Exercises.html | 1.37 kB |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.1 Basic NN Example (All Exercises).html | 143.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.1 Basic NN Example Exercise 6 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.10 Basic NN Example Exercise 3b Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.10 Basic NN Example Exercise 3c Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.2 Basic NN Example Exercise 2 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.2 Basic NN Example Exercise 3b Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.3 Basic NN Example Exercise 3a Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.3 Basic NN Example Exercise 3c Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.4 Basic NN Example Exercise 4 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.5 Basic NN Example Exercise 3d Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.5 Basic NN Example Exercise 6 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.6 Basic NN Example Exercise 2 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.6 Basic NN Example Exercise 3d Solution.html | 154.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.7 Basic NN Example Exercise 1 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.8 Basic NN Example Exercise 5 Solution.html | 149.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.9 Basic NN Example (All Exercises).html | 143.00 B |
| 36. Deep Learning - How to Build a Neural Network from Scratch with NumPy/5.9 Basic NN Example Exercise 3a Solution.html | 154.00 B |
| 37. Deep Learning - TensorFlow Introduction/1. How to Install TensorFlow.mp4 | 14.55 MB |
| 37. Deep Learning - TensorFlow Introduction/1. How to Install TensorFlow.vtt | 2.84 kB |
| 37. Deep Learning - TensorFlow Introduction/1.1 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 37. Deep Learning - TensorFlow Introduction/2. A Note on Installing Packages in Anaconda.html | 2.32 kB |
| 37. Deep Learning - TensorFlow Introduction/3. TensorFlow Outline and Logic.mp4 | 47.69 MB |
| 37. Deep Learning - TensorFlow Introduction/3. TensorFlow Outline and Logic.vtt | 4.59 kB |
| 37. Deep Learning - TensorFlow Introduction/4. Actual Introduction to TensorFlow.mp4 | 17.41 MB |
| 37. Deep Learning - TensorFlow Introduction/4. Actual Introduction to TensorFlow.vtt | 1.92 kB |
| 37. Deep Learning - TensorFlow Introduction/4.1 Shortcuts-for-Jupyter.pdf.pdf | 619.17 kB |
| 37. Deep Learning - TensorFlow Introduction/5. Types of File Formats, supporting Tensors.mp4 | 20.34 MB |
| 37. Deep Learning - TensorFlow Introduction/5. Types of File Formats, supporting Tensors.vtt | 3.00 kB |
| 37. Deep Learning - TensorFlow Introduction/5.1 Basic NN Example with TensorFlow (Part 1).html | 154.00 B |
| 37. Deep Learning - TensorFlow Introduction/6. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.mp4 | 38.49 MB |
| 37. Deep Learning - TensorFlow Introduction/6. Basic NN Example with TF Inputs, Outputs, Targets, Weights, Biases.vtt | 6.47 kB |
| 37. Deep Learning - TensorFlow Introduction/6.1 Basic NN Example with TensorFlow (Part 2).html | 154.00 B |
| 37. Deep Learning - TensorFlow Introduction/7. Basic NN Example with TF Loss Function and Gradient Descent.mp4 | 32.51 MB |
| 37. Deep Learning - TensorFlow Introduction/7. Basic NN Example with TF Loss Function and Gradient Descent.vtt | 4.21 kB |
| 37. Deep Learning - TensorFlow Introduction/7.1 Basic NN Example with TensorFlow (Part 3).html | 154.00 B |
| 37. Deep Learning - TensorFlow Introduction/8. Basic NN Example with TF Model Output.mp4 | 37.39 MB |
| 37. Deep Learning - TensorFlow Introduction/8. Basic NN Example with TF Model Output.vtt | 6.87 kB |
| 37. Deep Learning - TensorFlow Introduction/8.1 Basic NN Example with TensorFlow (Complete).html | 156.00 B |
| 37. Deep Learning - TensorFlow Introduction/9. Basic NN Example with TF Exercises.html | 1.59 kB |
| 37. Deep Learning - TensorFlow Introduction/9.1 Basic NN Example with TensorFlow Exercise 1 Solution.html | 160.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.1 Basic NN Example with TensorFlow Exercise 3 Solution.html | 160.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.2 Basic NN Example with TensorFlow Exercise 2.2 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.2 Basic NN Example with TensorFlow Exercise 4 Solution.html | 160.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.3 Basic NN Example with TensorFlow (All Exercises).html | 154.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.3 Basic NN Example with TensorFlow Exercise 2.3 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.4 Basic NN Example with TensorFlow Exercise 2.2 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.4 Basic NN Example with TensorFlow Exercise 2.4 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.5 Basic NN Example with TensorFlow Exercise 2.1 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.5 Basic NN Example with TensorFlow Exercise 3 Solution.html | 160.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.6 Basic NN Example with TensorFlow Exercise 1 Solution.html | 160.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.6 Basic NN Example with TensorFlow Exercise 2.1 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.7 Basic NN Example with TensorFlow (All Exercises).html | 154.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.7 Basic NN Example with TensorFlow Exercise 2.3 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.8 Basic NN Example with TensorFlow Exercise 2.4 Solution.html | 162.00 B |
| 37. Deep Learning - TensorFlow Introduction/9.8 Basic NN Example with TensorFlow Exercise 4 Solution.html | 160.00 B |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/1. What is a Layer.mp4 | 12.51 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/1. What is a Layer.vtt | 2.13 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/1.1 Course Notes - Section 6.pdf.pdf | 946.42 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/2. What is a Deep Net.mp4 | 29.53 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/2. What is a Deep Net.vtt | 2.84 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/2.1 Course Notes - Section 6.pdf.pdf | 936.42 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/3. Digging into a Deep Net.mp4 | 59.36 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/3. Digging into a Deep Net.vtt | 5.84 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/4. Non-Linearities and their Purpose.mp4 | 27.68 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/4. Non-Linearities and their Purpose.vtt | 3.38 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/5. Activation Functions.mp4 | 25.09 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/5. Activation Functions.vtt | 4.58 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/6. Activation Functions Softmax Activation.mp4 | 25.92 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/6. Activation Functions Softmax Activation.vtt | 3.89 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/7. Backpropagation.mp4 | 34.95 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/7. Backpropagation.vtt | 3.91 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/8. Backpropagation picture.mp4 | 19.50 MB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/8. Backpropagation picture.vtt | 3.44 kB |
| 38. Deep Learning - Digging Deeper into NNs Introducing Deep Neural Networks/9. Backpropagation - A Peek into the Mathematics of Optimization.html | 539.00 B |
| 38. 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 |
| 39. Deep Learning - Overfitting/1. What is Overfitting.mp4 | 31.08 MB |
| 39. Deep Learning - Overfitting/1. What is Overfitting.vtt | 4.93 kB |
| 39. Deep Learning - Overfitting/2. Underfitting and Overfitting for Classification.mp4 | 25.07 MB |
| 39. Deep Learning - Overfitting/2. Underfitting and Overfitting for Classification.vtt | 2.31 kB |
| 39. Deep Learning - Overfitting/3. What is Validation.mp4 | 32.71 MB |
| 39. Deep Learning - Overfitting/3. What is Validation.vtt | 4.27 kB |
| 39. Deep Learning - Overfitting/4. Training, Validation, and Test Datasets.mp4 | 25.19 MB |
| 39. Deep Learning - Overfitting/4. Training, Validation, and Test Datasets.vtt | 3.11 kB |
| 39. Deep Learning - Overfitting/5. N-Fold Cross Validation.mp4 | 20.70 MB |
| 39. Deep Learning - Overfitting/5. N-Fold Cross Validation.vtt | 3.67 kB |
| 39. Deep Learning - Overfitting/6. Early Stopping or When to Stop Training.mp4 | 24.17 MB |
| 39. Deep Learning - Overfitting/6. Early Stopping or When to Stop Training.vtt | 6.01 kB |
| 40. Deep Learning - Initialization/1. What is Initialization.mp4 | 21.76 MB |
| 40. Deep Learning - Initialization/1. What is Initialization.vtt | 3.09 kB |
| 40. Deep Learning - Initialization/2. Types of Simple Initializations.mp4 | 14.31 MB |
| 40. Deep Learning - Initialization/2. Types of Simple Initializations.vtt | 3.23 kB |
| 40. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.mp4 | 17.14 MB |
| 40. Deep Learning - Initialization/3. State-of-the-Art Method - (Xavier) Glorot Initialization.vtt | 3.24 kB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.mp4 | 28.68 MB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/1. Stochastic Gradient Descent.vtt | 4.18 kB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.mp4 | 11.01 MB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/2. Problems with Gradient Descent.vtt | 2.50 kB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.mp4 | 16.43 MB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/3. Momentum.vtt | 3.04 kB |
| 41. 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 |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/4. Learning Rate Schedules, or How to Choose the Optimal Learning Rate.vtt | 5.22 kB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.mp4 | 9.11 MB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/5. Learning Rate Schedules Visualized.vtt | 1.90 kB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).mp4 | 26.35 MB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/6. Adaptive Learning Rate Schedules (AdaGrad and RMSprop ).vtt | 4.57 kB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).mp4 | 22.35 MB |
| 41. Deep Learning - Digging into Gradient Descent and Learning Rate Schedules/7. Adam (Adaptive Moment Estimation).vtt | 2.92 kB |
| 42. Deep Learning - Preprocessing/1. Preprocessing Introduction.mp4 | 27.78 MB |
| 42. Deep Learning - Preprocessing/1. Preprocessing Introduction.vtt | 3.39 kB |
| 42. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.mp4 | 11.84 MB |
| 42. Deep Learning - Preprocessing/2. Types of Basic Preprocessing.vtt | 1.46 kB |
| 42. Deep Learning - Preprocessing/3. Standardization.mp4 | 50.98 MB |
| 42. Deep Learning - Preprocessing/3. Standardization.vtt | 5.29 kB |
| 42. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.mp4 | 18.60 MB |
| 42. Deep Learning - Preprocessing/4. Preprocessing Categorical Data.vtt | 2.42 kB |
| 42. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.mp4 | 28.94 MB |
| 42. Deep Learning - Preprocessing/5. Binary and One-Hot Encoding.vtt | 4.18 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.mp4 | 17.82 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/1. MNIST What is the MNIST Dataset.vtt | 3.07 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/10. MNIST Exercises.html | 2.13 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/10.1 TensorFlow MNIST All Exercises.html | 144.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11. MNIST Solutions.html | 2.19 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.1 TensorFlow MNIST '3. Width and Depth' Solution.html | 160.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.1 TensorFlow MNIST 'Time' Solution.html | 162.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.10 TensorFlow MNIST '1. Width' Solution.html | 150.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.10 TensorFlow MNIST '5. Activation Functions (Part 2)' Solution.html | 172.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.11 TensorFlow MNIST '4. Activation Functions (Part 1)' Solution.html | 172.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.11 TensorFlow MNIST 'Around 98% Accuracy' Solution.html | 157.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.2 TensorFlow MNIST '5. Activation Functions (Part 2)' Solution.html | 172.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.2 TensorFlow MNIST '7. Batch size (Part 2)' Solution.html | 162.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.3 TensorFlow MNIST '6. Batch size (Part 1)' Solution.html | 162.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.4 TensorFlow MNIST '3. Width and Depth' Solution.html | 160.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.4 TensorFlow MNIST 'Time' Solution.html | 162.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.5 TensorFlow MNIST '7. Batch size (Part 2)' Solution.html | 162.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.5 TensorFlow MNIST '9. Learning Rate (Part 2)' Solution.html | 165.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.6 TensorFlow MNIST '1. Width' Solution.html | 150.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.6 TensorFlow MNIST '4. Activation Functions (Part 1)' Solution.html | 172.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.7 TensorFlow MNIST '9. Learning Rate (Part 2)' Solution.html | 165.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.7 TensorFlow MNIST 'Around 98% Accuracy' Solution.html | 157.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.8 TensorFlow MNIST '2. Depth' Solution.html | 150.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/11.9 TensorFlow MNIST '8. Learning Rate (Part 1)' Solution.html | 165.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.mp4 | 22.59 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/2. MNIST How to Tackle the MNIST.vtt | 3.17 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Relevant Packages.mp4 | 18.90 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/3. MNIST Relevant Packages.vtt | 1.89 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/3.1 TensorFlow MNIST Part 1 with Comments.html | 159.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Model Outline.mp4 | 56.38 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/4. MNIST Model Outline.vtt | 7.91 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/4.1 TensorFlow MNIST Part 2 with Comments.html | 159.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.mp4 | 25.86 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/5. MNIST Loss and Optimization Algorithm.vtt | 3.09 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/5.1 TensorFlow MNIST Part 3 with Comments.html | 159.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.mp4 | 43.90 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/6. Calculating the Accuracy of the Model.vtt | 4.51 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/6.1 TensorFlow MNIST Part 4 with Comments.html | 159.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.mp4 | 12.85 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/7. MNIST Batching and Early Stopping.vtt | 2.56 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/7.1 TensorFlow MNIST Part 5 with Comments.html | 159.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/8. MNIST Learning.mp4 | 46.68 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/8. MNIST Learning.vtt | 8.89 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/8.1 TensorFlow MNIST Part 6 with Comments.html | 159.00 B |
| 43. Deep Learning - Classifying on the MNIST Dataset/9. MNIST Results and Testing.mp4 | 62.77 MB |
| 43. Deep Learning - Classifying on the MNIST Dataset/9. MNIST Results and Testing.vtt | 7.15 kB |
| 43. Deep Learning - Classifying on the MNIST Dataset/9.1 TensorFlow MNIST Complete Code with Comments.html | 152.00 B |
| 44. Deep Learning - Business Case Example/1. Business Case Getting acquainted with the dataset.mp4 | 87.65 MB |
| 44. Deep Learning - Business Case Example/1. Business Case Getting acquainted with the dataset.vtt | 9.37 kB |
| 44. Deep Learning - Business Case Example/1.1 Audiobooks_data.csv.csv | 710.77 kB |
| 44. Deep Learning - Business Case Example/10. Business Case Testing the Model.mp4 | 11.20 MB |
| 44. Deep Learning - Business Case Example/10. Business Case Testing the Model.vtt | 2.36 kB |
| 44. Deep Learning - Business Case Example/11. Business Case A Comment on the Homework.mp4 | 36.39 MB |
| 44. Deep Learning - Business Case Example/11. Business Case A Comment on the Homework.vtt | 4.65 kB |
| 44. Deep Learning - Business Case Example/11.1 TensorFlow Business Case Homework.html | 134.00 B |
| 44. Deep Learning - Business Case Example/12. Business Case Final Exercise.html | 439.00 B |
| 44. Deep Learning - Business Case Example/12.1 TensorFlow Business Case Homework.html | 134.00 B |
| 44. Deep Learning - Business Case Example/2. Business Case Outlining the Solution.mp4 | 12.21 MB |
| 44. Deep Learning - Business Case Example/2. Business Case Outlining the Solution.vtt | 2.19 kB |
| 44. Deep Learning - Business Case Example/3. The Importance of Working with a Balanced Dataset.mp4 | 39.41 MB |
| 44. Deep Learning - Business Case Example/3. The Importance of Working with a Balanced Dataset.vtt | 3.91 kB |
| 44. Deep Learning - Business Case Example/4. Business Case Preprocessing.mp4 | 103.42 MB |
| 44. Deep Learning - Business Case Example/4. Business Case Preprocessing.vtt | 11.71 kB |
| 44. Deep Learning - Business Case Example/4.1 Audiobooks Preprocessing.html | 134.00 B |
| 44. Deep Learning - Business Case Example/5. Business Case Preprocessing Exercise.html | 383.00 B |
| 44. Deep Learning - Business Case Example/5.1 Preprocessing Exercise.html | 134.00 B |
| 44. Deep Learning - Business Case Example/6. Creating a Data Provider.mp4 | 76.34 MB |
| 44. Deep Learning - Business Case Example/6. Creating a Data Provider.vtt | 6.80 kB |
| 44. Deep Learning - Business Case Example/6.1 Creating a Data Provider (Class).html | 134.00 B |
| 44. Deep Learning - Business Case Example/7. Business Case Model Outline.mp4 | 53.12 MB |
| 44. Deep Learning - Business Case Example/7. Business Case Model Outline.vtt | 6.07 kB |
| 44. Deep Learning - Business Case Example/7.1 TensorFlow Business Case Model Outline.html | 134.00 B |
| 44. Deep Learning - Business Case Example/8. Business Case Optimization.mp4 | 41.52 MB |
| 44. Deep Learning - Business Case Example/8. Business Case Optimization.vtt | 5.76 kB |
| 44. Deep Learning - Business Case Example/8.1 TensorFlow Business Case Optimization.html | 134.00 B |
| 44. Deep Learning - Business Case Example/9. Business Case Interpretation.mp4 | 25.74 MB |
| 44. Deep Learning - Business Case Example/9. Business Case Interpretation.vtt | 2.60 kB |
| 44. Deep Learning - Business Case Example/9.1 TensorFlow Business Case Interpretation.html | 134.00 B |
| 45. Deep Learning - Conclusion/1. Summary on What You've Learned.mp4 | 39.75 MB |
| 45. Deep Learning - Conclusion/1. Summary on What You've Learned.vtt | 4.61 kB |
| 45. Deep Learning - Conclusion/2. What's Further out there in terms of Machine Learning.mp4 | 20.12 MB |
| 45. Deep Learning - Conclusion/2. What's Further out there in terms of Machine Learning.vtt | 2.27 kB |
| 45. Deep Learning - Conclusion/3. An overview of CNNs.mp4 | 58.79 MB |
| 45. Deep Learning - Conclusion/3. An overview of CNNs.vtt | 5.66 kB |
| 45. Deep Learning - Conclusion/4. DeepMind and Deep Learning.html | 1.05 kB |
| 45. Deep Learning - Conclusion/5. An Overview of RNNs.mp4 | 25.26 MB |
| 45. Deep Learning - Conclusion/5. An Overview of RNNs.vtt | 3.30 kB |
| 45. Deep Learning - Conclusion/6. An Overview of non-NN Approaches.mp4 | 44.77 MB |
| 45. Deep Learning - Conclusion/6. An Overview of non-NN Approaches.vtt | 4.56 kB |
| 45. Deep Learning - Conclusion/7. Download All Resources.html | 458.00 B |
| 46. Software Integration/1. What are Data, Servers, Clients, Requests, and Responses.mp4 | 69.03 MB |
| 46. Software Integration/1. What are Data, Servers, Clients, Requests, and Responses.vtt | 5.20 kB |
| 46. Software Integration/10. Software Integration - Explained.html | 161.00 B |
| 46. Software Integration/2. What are Data, Servers, Clients, Requests, and Responses.html | 161.00 B |
| 46. Software Integration/3. What are Data Connectivity, APIs, and Endpoints.mp4 | 104.08 MB |
| 46. Software Integration/3. What are Data Connectivity, APIs, and Endpoints.vtt | 7.56 kB |
| 46. Software Integration/4. What are Data Connectivity, APIs, and Endpoints.html | 161.00 B |
| 46. Software Integration/5. Taking a Closer Look at APIs.mp4 | 115.59 MB |
| 46. Software Integration/5. Taking a Closer Look at APIs.vtt | 9.15 kB |
| 46. Software Integration/6. Taking a Closer Look at APIs.html | 161.00 B |
| 46. Software Integration/7. Communication between Software Products through Text Files.mp4 | 60.34 MB |
| 46. Software Integration/7. Communication between Software Products through Text Files.vtt | 4.80 kB |
| 46. Software Integration/8. Communication between Software Products through Text Files.html | 161.00 B |
| 46. Software Integration/9. Software Integration - Explained.mp4 | 72.64 MB |
| 46. Software Integration/9. Software Integration - Explained.vtt | 6.00 kB |
| 47. Case Study - What's Next in the Course/1. Game Plan for this Python, SQL, and Tableau Business Exercise.mp4 | 52.30 MB |
| 47. Case Study - What's Next in the Course/1. Game Plan for this Python, SQL, and Tableau Business Exercise.vtt | 4.80 kB |
| 47. Case Study - What's Next in the Course/2. The Business Task.mp4 | 39.15 MB |
| 47. Case Study - What's Next in the Course/2. The Business Task.vtt | 3.30 kB |
| 47. Case Study - What's Next in the Course/3. Introducing the Data Set.mp4 | 40.86 MB |
| 47. Case Study - What's Next in the Course/3. Introducing the Data Set.vtt | 3.66 kB |
| 47. Case Study - What's Next in the Course/4. Introducing the Data Set.html | 161.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1. What to Expect from the Following Sections.html | 2.48 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1.1 data_preprocessing_homework.pdf.pdf | 134.47 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1.1 df_preprocessed.csv.csv | 29.11 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1.2 Absenteeism_data.csv.csv | 32.05 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1.2 data_preprocessing_homework.pdf.pdf | 134.47 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1.3 Absenteeism_data.csv.csv | 32.05 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/1.3 df_preprocessed.csv.csv | 29.11 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/10. Analyzing the Reasons for Absence.mp4 | 40.57 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/10. Analyzing the Reasons for Absence.vtt | 5.12 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/11. Obtaining Dummies from a Single Feature.mp4 | 81.11 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/11. Obtaining Dummies from a Single Feature.vtt | 8.96 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/12. EXERCISE - Obtaining Dummies from a Single Feature.html | 129.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/13. SOLUTION - Obtaining Dummies from a Single Feature.html | 116.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/14. Dropping a Dummy Variable from the Data Set.html | 2.34 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/15. More on Dummy Variables A Statistical Perspective.mp4 | 13.74 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/15. More on Dummy Variables A Statistical Perspective.vtt | 1.50 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/16. Classifying the Various Reasons for Absence.mp4 | 74.60 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/16. Classifying the Various Reasons for Absence.vtt | 8.79 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/17. Using .concat() in Python.mp4 | 38.73 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/17. Using .concat() in Python.vtt | 4.42 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/18. EXERCISE - Using .concat() in Python.html | 189.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/19. SOLUTION - Using .concat() in Python.html | 142.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/2. Importing the Absenteeism Data in Python.mp4 | 23.16 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/2. Importing the Absenteeism Data in Python.vtt | 3.48 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/20. Reordering Columns in a Pandas DataFrame in Python.mp4 | 14.01 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/20. Reordering Columns in a Pandas DataFrame in Python.vtt | 1.61 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/21. EXERCISE - Reordering Columns in a Pandas DataFrame in Python.html | 167.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/22. SOLUTION - Reordering Columns in a Pandas DataFrame in Python.html | 462.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/23. Creating Checkpoints while Coding in Jupyter.mp4 | 25.67 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/23. Creating Checkpoints while Coding in Jupyter.vtt | 3.21 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/23.1 Creating Checkpoints.html | 181.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/24. EXERCISE - Creating Checkpoints while Coding in Jupyter.html | 137.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/25. SOLUTION - Creating Checkpoints while Coding in Jupyter.html | 117.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/26. Analyzing the Dates from the Initial Data Set.mp4 | 57.28 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/26. Analyzing the Dates from the Initial Data Set.vtt | 7.44 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/27. Extracting the Month Value from the Date Column.mp4 | 47.79 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/27. Extracting the Month Value from the Date Column.vtt | 6.95 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/28. Extracting the Day of the Week from the Date Column.mp4 | 27.96 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/28. Extracting the Day of the Week from the Date Column.vtt | 3.91 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/29. EXERCISE - Removing the Date Column.html | 1.21 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/29.1 Preprocessing.html | 181.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/29.1 Removing the “Date” Column.html | 188.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/29.2 Preprocessing.html | 181.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/29.2 Removing the “Date” Column.html | 188.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/3. Checking the Content of the Data Set.mp4 | 61.90 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/3. Checking the Content of the Data Set.vtt | 6.16 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/30. Analyzing Several Straightforward Columns for this Exercise.mp4 | 29.51 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/30. Analyzing Several Straightforward Columns for this Exercise.vtt | 3.82 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/31. Working on Education, Children, and Pets.mp4 | 39.59 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/31. Working on Education, Children, and Pets.vtt | 4.98 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/32. Final Remarks of this Section.mp4 | 21.63 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/32. Final Remarks of this Section.vtt | 2.20 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/32.1 Exercises and solutions.html | 170.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/32.2 Preprocessing.html | 156.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/4. Introduction to Terms with Multiple Meanings.mp4 | 27.85 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/4. Introduction to Terms with Multiple Meanings.vtt | 3.60 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/5. What's Regression Analysis - a Quick Refresher.html | 2.84 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/6. Using a Statistical Approach towards the Solution to the Exercise.mp4 | 20.18 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/6. Using a Statistical Approach towards the Solution to the Exercise.vtt | 2.46 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/7. Dropping a Column from a DataFrame in Python.mp4 | 61.76 MB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/7. Dropping a Column from a DataFrame in Python.vtt | 6.81 kB |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/8. EXERCISE - Dropping a Column from a DataFrame in Python.html | 866.00 B |
| 48. Case Study - Preprocessing the 'Absenteeism_data'/9. SOLUTION - Dropping a Column from a DataFrame in Python.html | 113.00 B |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/1. Exploring the Problem with a Machine Learning Mindset.mp4 | 27.54 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/1. Exploring the Problem with a Machine Learning Mindset.vtt | 4.02 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/1.1 Absenteeism_preprocessed.csv.csv | 29.13 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/10. Interpreting the Coefficients of the Logistic Regression.mp4 | 40.40 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/10. Interpreting the Coefficients of the Logistic Regression.vtt | 6.34 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11. Backward Elimination or How to Simplify Your Model.mp4 | 39.56 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11. Backward Elimination or How to Simplify Your Model.vtt | 4.58 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/11.1 Logistic Regression prior to Backward Elimination.html | 226.00 B |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/12. Testing the Model We Created.mp4 | 49.06 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/12. Testing the Model We Created.vtt | 5.67 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/13. Saving the Model and Preparing it for Deployment.mp4 | 37.45 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/13. Saving the Model and Preparing it for Deployment.vtt | 4.88 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/14. ARTICLE - A Note on 'pickling'.html | 2.14 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15. EXERCISE - Saving the Model (and Scaler).html | 284.00 B |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15.1 Logistic Regression.html | 196.00 B |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/15.2 Logistic Regression with Comments.html | 210.00 B |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/16. Preparing the Deployment of the Model through a Module.mp4 | 44.48 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/16. Preparing the Deployment of the Model through a Module.vtt | 4.90 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/2. Creating the Targets for the Logistic Regression.mp4 | 45.79 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/2. Creating the Targets for the Logistic Regression.vtt | 7.36 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/3. Selecting the Inputs for the Logistic Regression.mp4 | 16.75 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/3. Selecting the Inputs for the Logistic Regression.vtt | 3.14 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/4. Standardizing the Data.mp4 | 20.59 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/4. Standardizing the Data.vtt | 3.68 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/5. Splitting the Data for Training and Testing.mp4 | 52.76 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/5. Splitting the Data for Training and Testing.vtt | 7.07 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/6. Fitting the Model and Assessing its Accuracy.mp4 | 41.62 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/6. Fitting the Model and Assessing its Accuracy.vtt | 6.41 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/7. Creating a Summary Table with the Coefficients and Intercept.mp4 | 38.87 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/7. Creating a Summary Table with the Coefficients and Intercept.vtt | 5.77 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/8. Interpreting the Coefficients for Our Problem.mp4 | 52.37 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/8. Interpreting the Coefficients for Our Problem.vtt | 6.93 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/9. Standardizing only the Numerical Variables (Creating a Custom Scaler).mp4 | 41.19 MB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/9. Standardizing only the Numerical Variables (Creating a Custom Scaler).vtt | 4.41 kB |
| 49. Case Study - Applying Machine Learning to Create the 'absenteeism_module'/9.1 Logistic Regression prior to Custom Scaler.html | 219.00 B |
| 50. Case Study - Loading the 'absenteeism_module'/1. Are You Sure You're All Set.html | 519.00 B |
| 50. Case Study - Loading the 'absenteeism_module'/1.1 5 Files Needed to Deploy the Model.html | 134.00 B |
| 50. Case Study - Loading the 'absenteeism_module'/2. Deploying the 'absenteeism_module' - Part I.mp4 | 25.48 MB |
| 50. Case Study - Loading the 'absenteeism_module'/2. Deploying the 'absenteeism_module' - Part I.vtt | 4.20 kB |
| 50. Case Study - Loading the 'absenteeism_module'/3. Deploying the 'absenteeism_module' - Part II.mp4 | 54.25 MB |
| 50. Case Study - Loading the 'absenteeism_module'/3. Deploying the 'absenteeism_module' - Part II.vtt | 6.63 kB |
| 50. Case Study - Loading the 'absenteeism_module'/4. Exporting the Obtained Data Set as a .csv.html | 998.00 B |
| 50. Case Study - Loading the 'absenteeism_module'/4.1 Deploying the ‘absenteeism_module.html | 185.00 B |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/1. EXERCISE - Age vs Probability.html | 385.00 B |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/2. Analyzing Age vs Probability in Tableau.mp4 | 56.55 MB |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/2. Analyzing Age vs Probability in Tableau.vtt | 8.75 kB |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/3. EXERCISE - Reasons vs Probability.html | 401.00 B |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/4. Analyzing Reasons vs Probability in Tableau.mp4 | 59.34 MB |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/4. Analyzing Reasons vs Probability in Tableau.vtt | 8.37 kB |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/5. EXERCISE - Transportation Expense vs Probability.html | 561.00 B |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/6. Analyzing Transportation Expense vs Probability in Tableau.mp4 | 40.63 MB |
| 51. Case Study - Analyzing the Predicted Outputs in Tableau/6. Analyzing Transportation Expense vs Probability in Tableau.vtt | 6.31 kB |
| Udemy Course downloader.txt | 94.00 B |
| udemycoursedownloader.com.url | 132.00 B |
Description
The Problem
Data scientist is one of the best suited professions to thrive this century. It is digital, programming-oriented, and analytical. Therefore, it comes as no surprise that the demand for data scientists has been surging in the job marketplace.
However, supply has been very limited. It is difficult to acquire the skills necessary to be hired as a data scientist.
And how can you do that?
The Problem
Data scientist is one of the best suited professions to thrive this century. It is digital, programming-oriented, and analytical. Therefore, it comes as no surprise that the demand for data scientists has been surging in the job marketplace.
However, supply has been very limited. It is difficult to acquire the skills necessary to be hired as a data scientist.
And how can you do that?