Building Language Models from Scratch: Stanford's Intensive Hands-On Engineering Course

Stanford's CS336 offers a comprehensive, implementation-first approach to understanding modern language models by having students build transformers from the ground up. Beyond theory, the course emphasizes production-grade concerns like GPU optimization and distributed systems—critical skills as language models become the foundation of contemporary AI applications. This practical depth makes it invaluable for aspiring ML engineers seeking competitive, production-ready expertise.