Building a Large Language Model from Scratch
Welcome to this comprehensive guide on building a Large Language Model (LLM) from scratch. In this series, we will demystify the magic behind models like GPT and BERT by building one ourselves.
What we will cover
- Understanding the Transformer architecture
- Tokenization and data preprocessing
- Implementing Self-Attention mechanisms
- Training and optimization strategies
By the end of this tutorial, you will have a working (albeit small) language model and a deep understanding of the underlying principles.