Probability Foundations for Data Science

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Language :	English
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Probability Foundations for Data Science
Get Bonus Downloads Here.url

- 181 Bytes

~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

- 12.2 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

- 17.9 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

- 7.4 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 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

- 11.5 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

- 3.1 MB

~Get Your Files Here !/05 - 4. Continuous Distributions/01 - Continuous distributions Introduction.srt

- 2.9 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 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

- 14.2 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

- 6.3 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

- 10.1 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

- 12.1 KB

~Get Your Files Here !/08 - 7. Estimation/05 - Maximum a posteriori estimation (MAP).mp4

- 7.5 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 Bytes

Torrent Description

Probability Foundations for Data Science

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.