Data Science: Bayesian Linear Regression in Python

  • Introduction and Outline
  • Introduction
Introduction
06:30
Outline
03:26
Where to get the code
00:29
The Big Picture (Optional)
09:05
What Are Dog Food Lectures?
02:33
Simple Linear Regression Review
05:24
Distribution of w Estimate
08:14
Linear Regression Review Dog Food
20:58
Relationship to Maximum Likelihood Estimation
04:15
MAP Estimation
10:09
MLE and MAP Dog Food
30:45
Suggestion Box
03:10
The Bayesian Approach
08:05
Review of Conjugate Priors
05:38
Training: Posterior w
06:51
Making Predictions (pt 1)
05:32
Making Predictions (pt 2)
04:42
Making Predictions (pt 3)
06:16
Training Dog Food
21:06
Prediction Dog Food
41:04
Multivariate Bayesian Linear Regression (Fitting)
08:15
Multivariate Bayesian Linear Regression (Predictions)
05:18
Multivariate Fitting Dog Food
23:15
Multivariate Predictions Dog Food
16:52
Multivariate Predictions - ChatGPT Solution
07:58
Code Preparation
04:16
Code
14:50
How to Succeed in this Course (Long Version)
10:25
What order should I take your courses in? (part 1)
11:19
What order should I take your courses in? (part 2)
16:07
Where to get discount coupons and FREE deep learning material
05:49
Introduction
06:30
Outline
03:26
Where to get the code
00:29
The Big Picture (Optional)
09:05
What Are Dog Food Lectures?
02:33
Simple Linear Regression Review
05:24
Distribution of w Estimate
08:14
Linear Regression Review Dog Food
20:58
Relationship to Maximum Likelihood Estimation
04:15
MAP Estimation
10:09
MLE and MAP Dog Food
30:45
Suggestion Box
03:10
The Bayesian Approach
08:05
Review of Conjugate Priors
05:38
Training: Posterior w
06:51
Making Predictions (pt 1)
05:32
Making Predictions (pt 2)
04:42
Making Predictions (pt 3)
06:16
Training Dog Food
21:06
Prediction Dog Food
41:04
Multivariate Bayesian Linear Regression (Fitting)
08:15
Multivariate Bayesian Linear Regression (Predictions)
05:18
Multivariate Fitting Dog Food
23:15
Multivariate Predictions Dog Food
16:52
Multivariate Predictions - ChatGPT Solution
07:58
Code Preparation
04:16
Code
14:50
How to Succeed in this Course (Long Version)
10:25
What order should I take your courses in? (part 1)
11:19
What order should I take your courses in? (part 2)
16:07
Where to get discount coupons and FREE deep learning material
05:49

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