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GenAI Foundations: From NLP to Transformers

Build the foundational knowledge needed for modern AI engineering — from prerequisites and NLP basics through the revolutionary Attention mechanism and Transformer architecture that powers today's LLMs. Course 01 · Foundations · 8 lessons · ~15h

Lessons

# Lesson Duration Level
1 Prerequisites — What You Need Before Starting 45 min beginner
2 Mathematical Foundations for Deep Learning 40 min beginner
3 NLP Fundamentals — How Computers Process Language 45 min beginner
4 From Word2Vec to Contextual Embeddings 35 min intermediate
5 The Attention Mechanism — "Attention Is All You Need" 40 min intermediate
6 Self-Attention and Multi-Head Attention 45 min intermediate
7 The Complete Transformer Architecture 50 min intermediate
8 From Transformers to Large Language Models 40 min intermediate
Start here: Prerequisites — What You Need Before Starting