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AI Foundations

Machine learning basics, neural networks, and the transformer architecture that powers modern LLMs

Before prompt engineering and RLHF come the primitives: what learning from data means, how neural networks represent knowledge, and why the transformer architecture changed everything.

1. The Machine Learning Landscape 10 min
2. Neural Networks from Scratch 12 min
3. Deep Learning Architectures 12 min
4. The Attention Mechanism 12 min
5. The Transformer 12 min
6. Tokenization and Embeddings 10 min
7. AI Foundations Check quiz
8. Lab: Training a Perceptron 25 min lab