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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

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By Noah C. Benson

Copyright © 2025 Noah C. Benson	Content licensed under CC-BY 4.0