Section 3.0 - Basic Writeup - Wikipedia - Machine Learning
Section 3.1 - Outline of Machine Learning
Section 3.2 - Supervised Learning
Section 3.2.0 - Basic Writeup - Wikipedia - Supervised Learning
Section 3.2.1 - Issues to consider in Supervised Learning
Section 3.2.1.0 - Basic Writeup - Wikipedia - Supervised Learning Algorithmic Choice
Section 3.2.1.1 - Bias-Variance Tradeoff
Section 3.2.1.2 - Computational Complexity
Section 3.2.1.3 - Sample Complexity
Section 3.2.1.4 - Model Complexity
Section 3.2.1.5 - High Dimensionality (Dimensionality Reduciton) of Input Space
Section 3.2.1.6 - Noise in the Output Values
Section 3.2.1.7 - Selecting the Right Features
Section 3.2.1.8 - Other factors
Section 3.2.2 - Supervised Classification (Statistical Classification)
Section 3.2.3 - Supervised Regression
Section 3.2.4 - Supervised Anomaly Detection
Section 3.3 - Unsupervised Learning
Section 3.3.0 - Basic Writeup - Wikipedia - Unsupervised Learning
Section 3.3.1 - Outline of Unsupervised Learning
Section 3.3.2 - Unsupervised Learning by Statistical Model Type
Section 3.3.3 - Unsupervised Learning - Structured Prediction
Section 3.3.3.0 - Introductory Writeups
Section 3.3.3.0.1 - Basic Writeup - Wikipedia - Structured Prediction
Section 3.3.3.0.2 - Detailed Writeups
Section 3.3.3.0.2.1 - Part 1 - Course in Machine Learning, Chapter 17 - Structured Prediction
Section 3.3.3.0.2.2 - Part 2 - Structured Prediction
Section 3.4 - Reinforcement Learning
Section 3.4.0 - Introductory Writeups
Section 3.4.0.1 - Basic Writeup - Wikipedia - Reinforcement Learning
Section 3.4.0.2 - Detailed Writeup - Textbook - Barto, Sutton - Reinforcement Learning
Section 3.4.1 - Deep Reinforcement Learning
Section 3.5 - Semi-Supervised Learning
Section 3.5.0 - Introductory Writeups
Section 3.5.0.1 - Basic Writeup - Wikipedia - Semi-Supervised Learning
Section 3.5.0.2 - Detailed Writeups
Section 3.5.0.2.1 - Part 1 - Text Book - Chappelle, Schölkopf and Zien - Semi-Supervised Learning
Section 3.5.0.2.2 - Part 2 - Prakash, Nithya - A Survey On Semi-Supervised Learning Techniques
Section 3.6 - Multi-Task Learning
Section 3.6.0 - Introductory Writeups
Section 3.6.0.1 - Basic Writeup - Wikipedia - Multi-Task Learning
Section 3.6.0.2 - Detailed Writeup - Zhang, Yang - A Survey on Multi-Task Learning
Section 3.7 - Common Science, Algorithms and Techniques - A Primer for the Next Section
