How AI Works

Prediction and Probabilities

• Intro to Language Models
• Predicting the Next Word
• Larger Context Windows
• Calculating Word Probabilities

Language Model Training

• Temperature
• Improving Models
• Loss
• Preprocessing
• Capitalization
• Punctuation
• Tokenization
• Byte-Pair Encoding

Deep Network Models

• Deep Networks
• Training
• Gradient Descent

Neurons and Layers

• Neural Networks
• Folding Data
• Multiple Layers

Image Models

• Reading Digits
• Pattern Recognition
• Compressing Images
• Classifying Faces
• A Space of Faces
• Semantic Geometry

Language Analysis with Python

• Turning Text into Data
• Using Dictionaries
• Counting Unique Words

Text Generation with Python

• Bigrams and Mutability
• Bigram Frequency and Tuples
• Bigram Analysis
• Building a Language Model