Study Plans

Data Manipulation Essentials

Array Computing from Scratch

Tensors, Autograd, and Models

Query Data Like a Pro

Program GPUs from first principles

Write block-level GPU kernels in Python

The Language of ML

Reasoning Under Uncertainty

Derivatives, Gradients, Optimization

Finding Optimal Solutions

35 Machine Learning Problems

35 Deep Learning Problems

35 NLP and Language Model Problems

30 Reinforcement Learning problems

Computer Vision Problems