1. AI

Curriculum

AI

Neural networks, attention, transformers, diffusion, reinforcement learning

Neural Networks

Forward Propagation

How a neural network turns pixels into a prediction

MLPInference

MNIST Digit Classifier

Draw digits or load real MNIST samples and watch a trained MLP classify them live

MNISTMLPInteractive

Gradient Descent

Stepping down the loss surface

OptimizationSGD

Backpropagation

Gradient descent and weight updates

GradientChain Rule

CNN

Convolution, pooling, feature maps

ConvolutionDeep Learning

Natural Language Processing

Tokenization

Text preprocessing and encoding

TextBPEEncode

BPE Training

Learn subword merges from a corpus

TextBPETraining