Build an LLM Application (from Scratch) (MEAP V02)
Build an LLM Application (from Scratch) (MEAP V02)
English | 2025 | ISBN: 9781633436527 | 161 pages | PDF,EPUB | 13.09 MB
Develop custom Retrieval Augmented Generation (RAG) systems
Master deep customization techniques for every aspect of search and RAG components
Understand and overcome the limitations of popular LLM frameworks
Create end-to-end LLM solutions by integrating multiple components cohesively
Apply advanced fine-tuning techniques for task-specific models and domain adaptation
Deploy quantized versions of open-source LLMs using vLLMs and Ollama
Build an LLM Application (from Scratch) shows you just how customizable LLM applications can be when you create your own without using opinionated tools like LangChain and LlamaIndex. You'll learn the fundamentals of AI development hands-on, all without any proprietary tools. Soon you'll have the skills you need to build LLM applications, tailor them to your specific needs, and ensure you have control over your entire system.