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Автор: Aarav Joshi
Издательство: 101 Books
Год: 2025
Страниц: 1470
Язык: английский
Формат: epub (true)
Размер: 12.2 MB
Large Language Model Using Tensorflow: A Complete TensorFlow Implementation Guide for Modern AI Development is the definitive hands-on guide for building state-of-the-art language models from the ground up using TensorFlow. This comprehensive resource takes you through every stage of LLM development, from understanding transformer architecture fundamentals to deploying production-ready models at scale. Unlike other theoretical treatments, this book provides practical, code-first instruction using TensorFlow's latest features and best practices. You'll master essential concepts including attention mechanisms, positional encoding, tokenization strategies, and advanced training techniques like mixed precision and distributed computing. The book covers critical topics such as instruction tuning, reinforcement learning from human feedback (RLHF), and parameter-efficient fine-tuning methods like LoRA. Whether you're a Machine Learning engineer, AI researcher, or data scientist, this book provides the practical expertise needed to build, train, and deploy your own large language models.