CourseWikia com Probability Foundations for Data Science | 49F8D0612E23B7D5BAC002DE723D218C336337BF

CourseWikia com Probability Foundations for Data Science

Name	[ CourseWikia.com ] Probability Foundations for Data Science	DOWNLOAD Copy Link
Total Size	470.9 MB
Total Files	110
Last Seen	2024-10-27 01:16
Hash	49F8D0612E23B7D5BAC002DE723D218C336337BF

/
Get Bonus Downloads Here.url	0.2 KB
/01 - Introduction/
01 - Introduction to probability.mp4	3.4 MB
01 - Introduction to probability.srt	1.3 KB
02 - What you should know.mp4	1.3 MB
02 - What you should know.srt	1.6 KB
03 - Calculus review Limits and derivatives.mp4	10.8 MB
03 - Calculus review Limits and derivatives.srt	12.5 KB
04 - Calculus review Integrals.mp4	10.8 MB
04 - Calculus review Integrals.srt	12.5 KB
/.../02 - 1. Probability Fundamentals/
01 - Basic probability.mp4	15.7 MB
01 - Basic probability.srt	18.3 KB
02 - Random variables.mp4	7.6 MB
02 - Random variables.srt	7.9 KB
03 - Discrete distributions.mp4	8.0 MB
03 - Discrete distributions.srt	9.2 KB
04 - Continuous distributions.mp4	6.2 MB
04 - Continuous distributions.srt	7.3 KB
05 - Cumulative distributions.mp4	7.2 MB
05 - Cumulative distributions.srt	8.2 KB
06 - Joint distributions.mp4	13.6 MB
06 - Joint distributions.srt	15.2 KB
/.../03 - 2. Expectation and Variance/
01 - Expectation.mp4	6.2 MB
01 - Expectation.srt	7.6 KB
02 - Expectation of discrete random variables.mp4	9.9 MB
02 - Expectation of discrete random variables.srt	11.3 KB
03 - Expectation of continuous random variables.mp4	8.2 MB
03 - Expectation of continuous random variables.srt	10.5 KB
04 - Conditional expectation.mp4	9.7 MB
04 - Conditional expectation.srt	11.4 KB
05 - Variance and standard deviation.mp4	5.9 MB
05 - Variance and standard deviation.srt	7.1 KB
06 - Discrete vs. continuous dispersion.mp4	7.5 MB
06 - Discrete vs. continuous dispersion.srt	8.2 KB
07 - Covariance.mp4	10.6 MB
07 - Covariance.srt	12.4 KB
08 - Correlation.mp4	7.7 MB
08 - Correlation.srt	9.9 KB
/.../04 - 3. Discrete Distributions/
01 - Discrete distributions Introduction.mp4	3.1 MB
01 - Discrete distributions Introduction.srt	3.5 KB
02 - Discrete uniform distribution.mp4	6.8 MB
02 - Discrete uniform distribution.srt	7.9 KB
03 - Bernoulli distribution.mp4	7.3 MB
03 - Bernoulli distribution.srt	9.0 KB
04 - Binomial distribution.mp4	11.5 MB
04 - Binomial distribution.srt	13.4 KB
05 - Negative binomial distribution.mp4	12.1 MB
05 - Negative binomial distribution.srt	14.3 KB
06 - Geometric distribution.mp4	6.6 MB
06 - Geometric distribution.srt	8.0 KB
07 - Hypergeometric distribution.mp4	15.8 MB
07 - Hypergeometric distribution.srt	16.6 KB
08 - Poisson distribution.mp4	8.6 MB
08 - Poisson distribution.srt	9.5 KB
/.../05 - 4. Continuous Distributions/
01 - Continuous distributions Introduction.mp4	3.3 MB
01 - Continuous distributions Introduction.srt	3.0 KB
02 - Uniform distribution.mp4	7.0 MB
02 - Uniform distribution.srt	8.8 KB
03 - Exponential distribution.mp4	8.1 MB
03 - Exponential distribution.srt	10.0 KB
04 - Gamma distribution.mp4	11.2 MB
04 - Gamma distribution.srt	13.2 KB
05 - Pareto distribution.mp4	9.5 MB
05 - Pareto distribution.srt	10.3 KB
06 - Standard normal distribution.mp4	14.7 MB
06 - Standard normal distribution.srt	14.3 KB
07 - Normal distribution.mp4	11.5 MB
07 - Normal distribution.srt	14.3 KB
08 - Chi-squared distribution.mp4	11.7 MB
08 - Chi-squared distribution.srt	13.9 KB
09 - t distribution.mp4	9.8 MB
09 - t distribution.srt	11.9 KB
10 - F distribution.mp4	12.8 MB
10 - F distribution.srt	14.5 KB
/.../06 - 5. Limit Theorems and Approximations/
01 - Chebyshev's inequality.mp4	6.5 MB
01 - Chebyshev's inequality.srt	7.1 KB
02 - Weak Law of Large Numbers.mp4	6.6 MB
02 - Weak Law of Large Numbers.srt	7.8 KB
03 - Strong Law of Large Numbers.mp4	7.0 MB
03 - Strong Law of Large Numbers.srt	8.2 KB
04 - Monte Carlo Approximation.mp4	8.6 MB
04 - Monte Carlo Approximation.srt	9.7 KB
05 - Central Limit theorem.mp4	6.6 MB
05 - Central Limit theorem.srt	7.8 KB
06 - Normal approximation of the binomial distribution.mp4	9.1 MB
06 - Normal approximation of the binomial distribution.srt	10.3 KB
/.../07 - 6. Bayesian Probability/
01 - Bayesian probability History.mp4	7.0 MB
01 - Bayesian probability History.srt	7.0 KB
02 - Bayes' theorem.mp4	8.1 MB
02 - Bayes' theorem.srt	8.9 KB
03 - Bayesian inference.mp4	9.0 MB
03 - Bayesian inference.srt	10.0 KB
04 - Frequentist vs. Bayesian probability.mp4	6.9 MB
04 - Frequentist vs. Bayesian probability.srt	8.3 KB
05 - Bayesian applications.mp4	10.3 MB
05 - Bayesian applications.srt	6.2 KB
/08 - 7. Estimation/
01 - Maximum likelihood estimation (MLE).mp4	7.9 MB
01 - Maximum likelihood estimation (MLE).srt	8.9 KB
02 - MLE for binomial distribution.mp4	9.0 MB
02 - MLE for binomial distribution.srt	9.5 KB
03 - MLE for exponential distribution.mp4	6.8 MB
03 - MLE for exponential distribution.srt	7.8 KB
04 - MLE for normal distribution.mp4	11.6 MB
04 - MLE for normal distribution.srt	12.4 KB
05 - Maximum a posteriori estimation (MAP).mp4	7.9 MB
05 - Maximum a posteriori estimation (MAP).srt	9.1 KB
06 - MAP applications.mp4	15.9 MB
06 - MAP applications.srt	16.6 KB
/09 - Conclusion/
01 - Next steps.mp4	3.9 MB
01 - Next steps.srt	1.7 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 110