12:40I2ML - 01 ML Basics - 00 In a Nutshell
Intro
A 13-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 00 In a Nutshell”.
Statistical Learning and Data Science
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12:40
26:25I2ML - 01 ML Basics - 01 What is Machine Learning
Intro
A 26-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 01 What is Machine Learning”.
18:56I2ML - 01 ML Basics - 02 Data
A 19-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 02 Data”.
6:41I2ML - 01 ML Basics - 03 Tasks
A 7-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 03 Tasks”.
19:13I2ML - 01 ML Basics - 04 Models & Parameters
A 19-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 04 Models & Parameters”.
7:14I2ML - 01 ML Basics - 05 Learner
A 7-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 05 Learner”.
27:34I2ML - 01 ML Basics - 06 Losses & Risk Minimization
A 28-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 06 Losses & Risk Minimization”.
27:56I2ML - 01 ML Basics - 07 Optimization
A 28-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 07 Optimization”.
11:24I2ML - 01 ML Basics - 08 Components of Supervised Learning
A 11-minute video from Statistical Learning and Data Science: “I2ML - 01 ML Basics - 08 Components of Supervised Learning”.
10:19I2ML - 03 Supervised Classification - 01 Tasks
A 10-minute video from Statistical Learning and Data Science: “I2ML - 03 Supervised Classification - 01 Tasks”.
26:40I2ML - 03 Supervised Classification - 02 Basic Definitions
A 27-minute video from Statistical Learning and Data Science: “I2ML - 03 Supervised Classification - 02 Basic Definitions”.
13:52I2ML - 03 Supervised Classification - 03 Linear Classifiers
A 14-minute video from Statistical Learning and Data Science: “I2ML - 03 Supervised Classification - 03 Linear Classifiers”.
32:47I2ML - 03 Supervised Classification - 04 Logistic Regression
A 33-minute video from Statistical Learning and Data Science: “I2ML - 03 Supervised Classification - 04 Logistic Regression”.
29:53I2ML - 03 Supervised Classification - 05 Discriminant Analysis
A 30-minute video from Statistical Learning and Data Science: “I2ML - 03 Supervised Classification - 05 Discriminant Analysis”.
24:43I2ML - 03 Supervised Classification - 06 Naive Bayes
A 25-minute video from Statistical Learning and Data Science: “I2ML - 03 Supervised Classification - 06 Naive Bayes”.
12:16I2ML - 07 Random Forest - 01 Bagging Ensembles
A 12-minute video from Statistical Learning and Data Science: “I2ML - 07 Random Forest - 01 Bagging Ensembles”.
29:54I2ML - 07 Random Forest - 02 Basics
A 30-minute video from Statistical Learning and Data Science: “I2ML - 07 Random Forest - 02 Basics”.
11:35I2ML - 07 Random Forest - 04 Feature Importance
A 12-minute video from Statistical Learning and Data Science: “I2ML - 07 Random Forest - 04 Feature Importance”.
7:03I2ML - 07 Random Forest - 05 Proximities
A 7-minute video from Statistical Learning and Data Science: “I2ML - 07 Random Forest - 05 Proximities”.
12:54I2ML - 07 Random Forests - 03 Out-of-Bag Error Estimate
A 13-minute video from Statistical Learning and Data Science: “I2ML - 07 Random Forests - 03 Out-of-Bag Error Estimate”.
12:09I2ML - 08 Neural Networks - 01 Introduction
Intro
A 12-minute video from Statistical Learning and Data Science: “I2ML - 08 Neural Networks - 01 Introduction”.
11:28I2ML - 08 Neural Networks - 02 In a Nutshell
A 11-minute video from Statistical Learning and Data Science: “I2ML - 08 Neural Networks - 02 In a Nutshell”.
13:04I2ML - 08 Neural Networks - 03 Single Hidden Layer NN
A 13-minute video from Statistical Learning and Data Science: “I2ML - 08 Neural Networks - 03 Single Hidden Layer NN”.
13:04I2ML - 08 Neural Networks - 03 Single Hidden Layer NN
A 13-minute video from Statistical Learning and Data Science: “I2ML - 08 Neural Networks - 03 Single Hidden Layer NN”.
8:03I2ML - 08 Neural Networks - 04 Single Hidden Layer Networks for Multiclass Classification
A 8-minute video from Statistical Learning and Data Science: “I2ML - 08 Neural Networks - 04 Single Hidden Layer Networks for Multiclass Classification”.
11:22I2ML - 08 Neural Networks - 05 Multi-Layer Feedforward NN
A 11-minute video from Statistical Learning and Data Science: “I2ML - 08 Neural Networks - 05 Multi-Layer Feedforward NN”.
10:55I2ML - 09 Tuning - 00 In a Nutshell
A 11-minute video from Statistical Learning and Data Science: “I2ML - 09 Tuning - 00 In a Nutshell”.
42:55SL - 11 Advanced Risk Minimization - 01 Risk Minimization Basics
Advanced
A 43-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 01 Risk Minimization Basics”.
16:49SL - 11 Advanced Risk Minimization - 02 Properties of Loss Functions
Advanced
A 17-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 02 Properties of Loss Functions”.
10:26SL - 11 Advanced Risk Minimization - 03 Pseudo-Residuals
A 10-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 03 Pseudo-Residuals”.
23:51SL - 11 Advanced Risk Minimization - 04 Regression Losses
Advanced
A 24-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 04 Regression Losses”.
14:04SL - 11 Advanced Risk Minimization - 06 Advanced Regression Losses
Advanced
A 14-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 06 Advanced Regression Losses”.
28:47SL - 11 Advanced Risk Minimization - 07 Classification and 0-1-Loss
A 29-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 07 Classification and 0-1-Loss”.
19:28SL - 11 Advanced Risk Minimization - 08 Bernoulli Loss
A 19-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 08 Bernoulli Loss”.
10:01SL - 11 Advanced Risk Minimization - 11 L2/L1-Loss on Probabilities
Advanced
A 10-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 11 L2/L1-Loss on Probabilities”.
9:19SL - 11 Advanced Risk Minimization - 12 Advanced Classification Losses
A 9-minute video from Statistical Learning and Data Science: “SL - 11 Advanced Risk Minimization - 12 Advanced Classification Losses”.