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Statistics & Data Analysis Full Course | Complete Introduction to Probability & Hypothesis Testing
Density Estimation with Gaussian Mixture Models (GMM) and Empirical Priors

Density Estimation with Gaussian Mixture Models (GMM) and Empirical Priors

Statistics & Data Analysis Full Course | Complete Introduction to Probability & Hypothesis Testing

محتوى الكورس

جميع الدروس
35 درس
10:10 Properties of Chi-Squared and Student's t Distributions
23:46 Maximum Likelihood Estimation (MLE) with Examples
15:53 Maximum Likelihood Estimation Example: Fitting a Normal Distribution with Data
14:00 Properties of Maximum Likelihood Estimation
12:59 Bayesian Maximum Aposteriori Estimation (MAP): Extending Maximum Likelihood Estimation
10:24 Consistency of Parameter Estimates in Statistics
22:44 The Chi-Squared Test : Are Two Distributions the Same? (with Python Example)
16:39 Student's t-distribution in Statistics
10:37 Hypothesis Testing Revisited: Normal, t, and Chi-Squared Distribution Tests
16:59 Bootstrapping and Monte Carlo Sampling in Statistics
30:16 Bayesian Inference: Overview
17:38 Bayesian Updates and Conjugate Priors
18:48 Conjugate Priors Example: Normal Distribution and the Exponential Family of Distributions
18:16 Density Estimation with Gaussian Mixture Models (GMM) and Empirical Priors
18:15 Monte Carlo Sampling and Bootstrapping in Bayesian Inference
19:15 Bayesian Linear Regression and Maximum Likelihood Estimates
15:17 Bayesian Linear Regression and Maximum a Posteriori (MAP) Estimate
16:46 Bayesian Linear Regression [Python Example]
18:01 Hypothesis Testing Procedure
23:45 Population Statistics and Random Sampling
16:07 Random Sampling in Statistics: Expected Value and Variance of the Sample Mean
12:15 Random Sampling Without Replacement (Finite "n" Correction)
11:38 Sample Variance in Random Population Sampling
19:41 Normal Approximation to Sample Mean
16:57 Confidence Intervals
09:33 Central Limit Theorem Example & Hypothesis Testing
24:55 Hypothesis Testing in Statistics
22:21 Introduction to Statistics and Data Analysis
10:06 Hypothesis Testing: Type I and Type II Errors
16:06 Hypothesis Testing Example: Salk Vaccine Trial
12:20 Could Tobacco be Good for you? Two Sided Rejection Regions in Hypothesis Testing
19:14 Lies, Damn Lies, and Statistics... P-Hacking
24:13 Parameter Estimation and Fitting Distributions
11:02 Method of Moments to Fit Distributions from Data
18:41 Error in the Method of Moments