mlabonne/llm-course
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
Covers three distinct learning paths from fundamentals through model optimization (quantization in GPTQ/GGUF/EXL2 formats) to production deployment with Gradio interfaces. Includes hands-on Colab notebooks for fine-tuning techniques like QLoRA, DPO, and ORPO, plus utilities for model merging, evaluation, and dataset deduplication using tools like Axolotl and MergeKit. Targets the Hugging Face ecosystem and emphasizes practical cloud-based training on consumer-grade hardware through quantization and parameter-efficient methods.
76,573 stars.
Stars
76,573
Forks
8,835
Language
—
License
Apache-2.0
Category
Last pushed
Feb 05, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/transformers/mlabonne/llm-course"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Related models
HandsOnLLM/Hands-On-Large-Language-Models
Official code repo for the O'Reilly Book - "Hands-On Large Language Models"
davidpirogov/toon-llm
Token-Oriented Object Notation (TOON) is an LLM-optimized data serialization format implemented...
PacktPublishing/Mastering-NLP-from-Foundations-to-LLMs
Mastering NLP from Foundations to LLMs, Published by Packt
louisfb01/start-llms
A complete guide to start and improve your LLM skills in 2026 with little background in the...
Denis2054/Transformers-for-NLP-and-Computer-Vision-3rd-Edition
Transformers 3rd Edition