Large Language Model (LLM) Engineering

Приступаем к копанию темы и сбору материалов.
Будет кому интересно, сделаем репо публичным.

https://github.com/webmakaka/Build-a-Large-Language-Model-From-Scratch

[Книга][Рашка С.] Строим LLM с нуля [RUS, 2025]


Строим LLM с нуля


[VideoCourse][Zerotomastery] AI Engineering Bootcamp: Retrieval Augmented Generation (RAG) for LLMs [ENG, 2025]

https://zerotomastery.io/courses/ai-engineer-bootcamp-retrieval-augmented-generation/


[YouTube][Aleksandar Haber PhD] RAGFlow with Local LLMs and Ollama: Step-by-Step Guide for Free Retrieval-Augmented Generation [ENG, 2025]


[YouTube][Aleksandar Haber PhD] Run DeepSeek-R1 on Raspberry Pi Locally and Securely with Graphics User Interface-Step by Step Guide [ENG, 2025]


[YouTube][Aleksandar Haber PhD] Easiest Local and Private Installation of DeepSeek-R1 with Graphics User Interface in Browser [ENG, 2025]


[YouTube][Aleksandar Haber PhD] Run Distilled DeepSeek-R1 with Graphics User Interface Locally and Privately on Windows [ENG, 2025]


[Videos][Paulo] DeepSeek R1 & Ollama Guide: Build Local AI Applications [ENG, 2025][1h 43m]


DeepSeek R1 & Ollama Guide: Build Local AI Applications


GitHub


[YouTube][Aleksandar Haber PhD] Correctly Install and Run RAGFlow Locally with Llama/Ollama and Create Local Knowledge Base and Chat [ENG, 2024]


Записал команды, чтобы не поить автора кофеином


[YouTube][freeCodeCamp.org] LLM Course – Build a Semantic Book Recommender (Python, OpenAI, LangChain, Gradio) [ENG, 2025]

https://github.com/t-redactyl/llm-semantic-book-recommender/tree/main


[YouTube][freeCodeCamp.org] Ollama Course – Build AI Apps Locally [ENG, 2024]


[Book][Manning][Christopher Brousseau and Matthew Sharp] LLMs in Production [ENG, 2024]


LLMs in Production


GitHub
https://github.com/IMJONEZZ/LLMs-in-Production


[VideoCourse][Zerotomastery] [Daniel Bourke] Learn Hugging Face by Building a Custom AI Model [ENG, 2024]

WebSite
https://learnhuggingface.com/

GitHub
https://github.com/mrdbourke/learn-huggingface


[VideoCourse][Sinan Ozdemir][O’Reilly] Practical Retrieval Augmented Generation (RAG) [ENG, 2024.11]


Marley


https://www.oreilly.com/library/view/practical-retrieval-augmented/9780135414378/


GitHub
https://github.com/sinanuozdemir/oreilly-retrieval-augmented-gen-ai/tree/main


  • Vector database (Походу не вариант)

https://www.pinecone.io/


[VideoCourse][Udemy] LLM Engineering Master AI & Large Language Models (LLMs) [ENG, 2024.11]


LLM Engineering Master AI & Large Language Models


LLM Engineering Master AI & Large Language Models


GitHub
https://github.com/ed-donner/llm_engineering


  • Сравнение моделей

https://lmarena.ai/


эл.почта:

Marley