51:47L02 Probability
A 52-minute video from Jason Fleischer: “L02 Probability”.
Jason Fleischer
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51:47
52:00L03 - Estimation
A 52-minute video from Jason Fleischer: “L03 - Estimation”.
51:58L04 Distributions
A 52-minute video from Jason Fleischer: “L04 Distributions”.
51:56L05 Estimation 2
A 52-minute video from Jason Fleischer: “L05 Estimation 2”.
52:00L06 K-means
A 52-minute video from Jason Fleischer: “L06 K-means”.
52:00L07 Gaussian Mixture Models
A 52-minute video from Jason Fleischer: “L07 Gaussian Mixture Models”.
48:39Lecture 1 COGS9 What is data science
Intro
A 49-minute video from Jason Fleischer: “Lecture 1 COGS9 What is data science”.
1:04:02Lecture 10 COGS118A Artificial Neural Networks
A 64-minute video from Jason Fleischer: “Lecture 10 COGS118A Artificial Neural Networks”.
57:41Lecture 10 COGS9 Data visualization 1
A 58-minute video from Jason Fleischer: “Lecture 10 COGS9 Data visualization 1”.
1:03:19Lecture 11 COGS 9 Descriptive statistics
A 63-minute video from Jason Fleischer: “Lecture 11 COGS 9 Descriptive statistics”.
55:40Lecture 12 COGS118A Logistic Regression
A 56-minute video from Jason Fleischer: “Lecture 12 COGS118A Logistic Regression”.
53:24Lecture 12 Exploratory Data Analysis
A 53-minute video from Jason Fleischer: “Lecture 12 Exploratory Data Analysis”.
36:02Lecture 13 14 Support vector machines demo
A 36-minute video from Jason Fleischer: “Lecture 13 14 Support vector machines demo”.
1:02:02Lecture 13 COGS 9 data communication
A 62-minute video from Jason Fleischer: “Lecture 13 COGS 9 data communication”.
35:07Lecture 14a COGS9 Analysis overview
A 35-minute video from Jason Fleischer: “Lecture 14a COGS9 Analysis overview”.
9:45Lecture 14b COGS9 Inference overview
A 10-minute video from Jason Fleischer: “Lecture 14b COGS9 Inference overview”.
23:08Lecture 14c COGS9 Correlation
A 23-minute video from Jason Fleischer: “Lecture 14c COGS9 Correlation”.
1:12:20Lecture 15 COGS118A Classifier roundup
A 72-minute video from Jason Fleischer: “Lecture 15 COGS118A Classifier roundup”.
23:37Lecture 15a COGS9 Hypothesis tests
A 24-minute video from Jason Fleischer: “Lecture 15a COGS9 Hypothesis tests”.
27:45Lecture 15b COGS9 Regression
A 28-minute video from Jason Fleischer: “Lecture 15b COGS9 Regression”.
16:22Lecture 15c Confounders
A 16-minute video from Jason Fleischer: “Lecture 15c Confounders”.
1:13:43Lecture 16 COGS118a Learning Theory
A 74-minute video from Jason Fleischer: “Lecture 16 COGS118a Learning Theory”.
48:26Lecture 16 COGS9 Randomized control trials
A 48-minute video from Jason Fleischer: “Lecture 16 COGS9 Randomized control trials”.
19:09Lecture 17a COGS 9 Machine Learning I
A 19-minute video from Jason Fleischer: “Lecture 17a COGS 9 Machine Learning I”.
16:56Lecture 17b COGS 9 Machine Learning I
A 17-minute video from Jason Fleischer: “Lecture 17b COGS 9 Machine Learning I”.
18:06Lecture 17c COGS 9 Machine Learning I
A 18-minute video from Jason Fleischer: “Lecture 17c COGS 9 Machine Learning I”.
14:27Lecture 17d COGS 9 Machine Learning I
A 14-minute video from Jason Fleischer: “Lecture 17d COGS 9 Machine Learning I”.
28:28Lecture 18a COGS118A Model selection
A 28-minute video from Jason Fleischer: “Lecture 18a COGS118A Model selection”.
20:37Lecture 18a COGS9 Machine Learning II
A 21-minute video from Jason Fleischer: “Lecture 18a COGS9 Machine Learning II”.
36:34Lecture 18b COGS118A Model selection
A 37-minute video from Jason Fleischer: “Lecture 18b COGS118A Model selection”.
25:59Lecture 18b COGS9 Machine Learning II
A 26-minute video from Jason Fleischer: “Lecture 18b COGS9 Machine Learning II”.
24:43Lecture 18c COGS9 Machine Learning II
A 25-minute video from Jason Fleischer: “Lecture 18c COGS9 Machine Learning II”.
8:50Lecture 19 COGS 9 Algorithms
A 9-minute video from Jason Fleischer: “Lecture 19 COGS 9 Algorithms”.
17:25Lecture 19a COGS118A Decision trees I
A 17-minute video from Jason Fleischer: “Lecture 19a COGS118A Decision trees I”.
24:23Lecture 19b COGS118A Decision trees I
Intermediate
A 24-minute video from Jason Fleischer: “Lecture 19b COGS118A Decision trees I”.
49:53Lecture 20 COGS118A Decision trees II
A 50-minute video from Jason Fleischer: “Lecture 20 COGS118A Decision trees II”.