Create your own LLM applications without using a framework like LlamaIndex or LangChain. In Build an LLM Application (from Scratch), you’ll learn to create applications powered by large language models (LLM) from the ground up. In this practical book, you’ll build several fully functioning, real-world AI tools–including a search engine, semantic caching for RAG, and autonomous AI agents. 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. Build an LLM Application (from Scratch) is a practical and comprehensive handbook for creating custom LLM applications without relying on premade frameworks. You’ll start by mastering the fundamentals of search systems and RAG. For software engineers and data scientists confident with Python and NLP basics.

Build an LLM Application (from Scratch) (MEAP 2) PDF

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