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The AI ABCs
Introduction
Setup
Prerequisites
Unsupervised Learning
What is Unsupervised Learning?
k-Means Clustering
Principal Component Analysis
Limitations of Unsupervised Methods
Supervised Learning
What is Supervised Learning?
Linear Regression
Random Forests
Support Vector Machines
PyTorch and Optimization
Introduction to PyTorch
Optimization and Gradient Descent
Fitting Nonlinear Models
Other PyTorch Tools
Neural Networks
Introduction to Neural Networks
Feed-Forward Neural Networks
Convolutional Neural Networks
Prebuilt Neural Network Models
Repository
Open issue
Index
