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Probability Foundations for Data Science --> [ CourseWikia ]

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English

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449.09 MB

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49f8d0612e23b7d5bac002de723d218c336337bf

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09-09-2024 17:17

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File	Size
Get Bonus Downloads Here.url	181.00 B
~Get Your Files Here !/01 - Introduction/01 - Introduction to probability.mp4	3.26 MB
~Get Your Files Here !/01 - Introduction/01 - Introduction to probability.srt	1.26 kB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4	1.27 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt	1.56 kB
~Get Your Files Here !/01 - Introduction/03 - Calculus review Limits and derivatives.mp4	10.31 MB
~Get Your Files Here !/01 - Introduction/03 - Calculus review Limits and derivatives.srt	12.17 kB
~Get Your Files Here !/01 - Introduction/04 - Calculus review Integrals.mp4	10.31 MB
~Get Your Files Here !/01 - Introduction/04 - Calculus review Integrals.srt	12.20 kB
~Get Your Files Here !/02 - 1. Probability Fundamentals/01 - Basic probability.mp4	14.94 MB
~Get Your Files Here !/02 - 1. Probability Fundamentals/01 - Basic probability.srt	17.90 kB
~Get Your Files Here !/02 - 1. Probability Fundamentals/02 - Random variables.mp4	7.23 MB
~Get Your Files Here !/02 - 1. Probability Fundamentals/02 - Random variables.srt	7.73 kB
~Get Your Files Here !/02 - 1. Probability Fundamentals/03 - Discrete distributions.mp4	7.65 MB
~Get Your Files Here !/02 - 1. Probability Fundamentals/03 - Discrete distributions.srt	9.03 kB
~Get Your Files Here !/02 - 1. Probability Fundamentals/04 - Continuous distributions.mp4	5.92 MB
~Get Your Files Here !/02 - 1. Probability Fundamentals/04 - Continuous distributions.srt	7.17 kB
~Get Your Files Here !/02 - 1. Probability Fundamentals/05 - Cumulative distributions.mp4	6.86 MB
~Get Your Files Here !/02 - 1. Probability Fundamentals/05 - Cumulative distributions.srt	7.98 kB
~Get Your Files Here !/02 - 1. Probability Fundamentals/06 - Joint distributions.mp4	12.96 MB
~Get Your Files Here !/02 - 1. Probability Fundamentals/06 - Joint distributions.srt	14.86 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/01 - Expectation.mp4	5.87 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/01 - Expectation.srt	7.40 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/02 - Expectation of discrete random variables.mp4	9.44 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/02 - Expectation of discrete random variables.srt	11.08 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/03 - Expectation of continuous random variables.mp4	7.83 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/03 - Expectation of continuous random variables.srt	10.23 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/04 - Conditional expectation.mp4	9.25 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/04 - Conditional expectation.srt	11.11 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/05 - Variance and standard deviation.mp4	5.61 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/05 - Variance and standard deviation.srt	6.94 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/06 - Discrete vs. continuous dispersion.mp4	7.16 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/06 - Discrete vs. continuous dispersion.srt	7.98 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/07 - Covariance.mp4	10.13 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/07 - Covariance.srt	12.11 kB
~Get Your Files Here !/03 - 2. Expectation and Variance/08 - Correlation.mp4	7.38 MB
~Get Your Files Here !/03 - 2. Expectation and Variance/08 - Correlation.srt	9.64 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/01 - Discrete distributions Introduction.mp4	2.96 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/01 - Discrete distributions Introduction.srt	3.45 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/02 - Discrete uniform distribution.mp4	6.46 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/02 - Discrete uniform distribution.srt	7.69 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/03 - Bernoulli distribution.mp4	7.01 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/03 - Bernoulli distribution.srt	8.77 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/04 - Binomial distribution.mp4	11.00 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/04 - Binomial distribution.srt	13.07 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/05 - Negative binomial distribution.mp4	11.50 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/05 - Negative binomial distribution.srt	13.94 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/06 - Geometric distribution.mp4	6.26 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/06 - Geometric distribution.srt	7.79 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/07 - Hypergeometric distribution.mp4	15.08 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/07 - Hypergeometric distribution.srt	16.17 kB
~Get Your Files Here !/04 - 3. Discrete Distributions/08 - Poisson distribution.mp4	8.21 MB
~Get Your Files Here !/04 - 3. Discrete Distributions/08 - Poisson distribution.srt	9.29 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/01 - Continuous distributions Introduction.mp4	3.10 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/01 - Continuous distributions Introduction.srt	2.90 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/02 - Uniform distribution.mp4	6.68 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/02 - Uniform distribution.srt	8.61 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/03 - Exponential distribution.mp4	7.73 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/03 - Exponential distribution.srt	9.75 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/04 - Gamma distribution.mp4	10.69 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/04 - Gamma distribution.srt	12.87 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/05 - Pareto distribution.mp4	9.11 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/05 - Pareto distribution.srt	10.08 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/06 - Standard normal distribution.mp4	14.06 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/06 - Standard normal distribution.srt	14.00 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/07 - Normal distribution.mp4	11.01 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/07 - Normal distribution.srt	13.94 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/08 - Chi-squared distribution.mp4	11.12 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/08 - Chi-squared distribution.srt	13.55 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/09 - t distribution.mp4	9.32 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/09 - t distribution.srt	11.66 kB
~Get Your Files Here !/05 - 4. Continuous Distributions/10 - F distribution.mp4	12.22 MB
~Get Your Files Here !/05 - 4. Continuous Distributions/10 - F distribution.srt	14.20 kB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/01 - Chebyshev's inequality.mp4	6.19 MB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/01 - Chebyshev's inequality.srt	6.92 kB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/02 - Weak Law of Large Numbers.mp4	6.30 MB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/02 - Weak Law of Large Numbers.srt	7.65 kB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/03 - Strong Law of Large Numbers.mp4	6.63 MB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/03 - Strong Law of Large Numbers.srt	8.01 kB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/04 - Monte Carlo Approximation.mp4	8.22 MB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/04 - Monte Carlo Approximation.srt	9.43 kB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/05 - Central Limit theorem.mp4	6.33 MB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/05 - Central Limit theorem.srt	7.66 kB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/06 - Normal approximation of the binomial distribution.mp4	8.63 MB
~Get Your Files Here !/06 - 5. Limit Theorems and Approximations/06 - Normal approximation of the binomial distribution.srt	10.10 kB
~Get Your Files Here !/07 - 6. Bayesian Probability/01 - Bayesian probability History.mp4	6.64 MB
~Get Your Files Here !/07 - 6. Bayesian Probability/01 - Bayesian probability History.srt	6.82 kB
~Get Your Files Here !/07 - 6. Bayesian Probability/02 - Bayes' theorem.mp4	7.72 MB
~Get Your Files Here !/07 - 6. Bayesian Probability/02 - Bayes' theorem.srt	8.67 kB
~Get Your Files Here !/07 - 6. Bayesian Probability/03 - Bayesian inference.mp4	8.56 MB
~Get Your Files Here !/07 - 6. Bayesian Probability/03 - Bayesian inference.srt	9.79 kB
~Get Your Files Here !/07 - 6. Bayesian Probability/04 - Frequentist vs. Bayesian probability.mp4	6.55 MB
~Get Your Files Here !/07 - 6. Bayesian Probability/04 - Frequentist vs. Bayesian probability.srt	8.07 kB
~Get Your Files Here !/07 - 6. Bayesian Probability/05 - Bayesian applications.mp4	9.87 MB
~Get Your Files Here !/07 - 6. Bayesian Probability/05 - Bayesian applications.srt	6.02 kB
~Get Your Files Here !/08 - 7. Estimation/01 - Maximum likelihood estimation (MLE).mp4	7.54 MB
~Get Your Files Here !/08 - 7. Estimation/01 - Maximum likelihood estimation (MLE).srt	8.67 kB
~Get Your Files Here !/08 - 7. Estimation/02 - MLE for binomial distribution.mp4	8.62 MB
~Get Your Files Here !/08 - 7. Estimation/02 - MLE for binomial distribution.srt	9.32 kB
~Get Your Files Here !/08 - 7. Estimation/03 - MLE for exponential distribution.mp4	6.46 MB
~Get Your Files Here !/08 - 7. Estimation/03 - MLE for exponential distribution.srt	7.66 kB
~Get Your Files Here !/08 - 7. Estimation/04 - MLE for normal distribution.mp4	11.07 MB
~Get Your Files Here !/08 - 7. Estimation/04 - MLE for normal distribution.srt	12.10 kB
~Get Your Files Here !/08 - 7. Estimation/05 - Maximum a posteriori estimation (MAP).mp4	7.50 MB
~Get Your Files Here !/08 - 7. Estimation/05 - Maximum a posteriori estimation (MAP).srt	8.93 kB
~Get Your Files Here !/08 - 7. Estimation/06 - MAP applications.mp4	15.17 MB
~Get Your Files Here !/08 - 7. Estimation/06 - MAP applications.srt	16.22 kB
~Get Your Files Here !/09 - Conclusion/01 - Next steps.mp4	3.71 MB
~Get Your Files Here !/09 - Conclusion/01 - Next steps.srt	1.64 kB
~Get Your Files Here !/Bonus Resources.txt	386.00 B

Description

[ CourseWikia.com ] Probability Foundations for Data Science

If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com

Released 8/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Skill Level: Intermediate | Genre: eLearning | Language: English + srt | Duration: 4h 51m | Size: 450 MB

A solid understanding of mathematics, especially probability, is crucial for successful data science endeavors. This course covers the essentials of probability with clear explanations, common equations, simple examples, and real-life applications. First, a review of the basics, like random variables, are covered along with the core distribution types: discrete, continuous, cumulative, and joint. Then, expectation and variance are explored, including conditional expectation, standard deviation, covariance, and correlation. Next, several standard discrete distributions and continuous distributions are detailed, followed by popular limit theorems and approximations. After that, Bayesian probability is explored, including how it differs from frequentist probability. Finally, a few common estimation methods are covered. Join Megan Silvey as she takes you through each section, imparting her expertise to you.

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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...