awesome-llms-fine-tuning
github.com/curated-awesome-lists/awesome-llms-fine-tuning ↗Explore a comprehensive collection of resources, tutorials, papers, tools, and best practices for fine-tuning Large Language Models (LLMs). Perfect for ML practitioners and researchers!
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Books
- 4. Advanced GPT-4 and ChatGPT Techniques - Developing Apps ...
Developing Apps ...
- Fast and cost-effective LLaMA 2 fine-tuning with AWS Trainium
- Fine-tune Llama 2 for text generation on Amazon SageMaker JumpStart
- Fine-tuning - Advanced Deep Learning with Python [Book]
Advanced Deep Learning with Python [Book]
- From Data Selection To Fine Tuning: The Technical Guide To Constructing LLM Models
- From Data Selection To Fine Tuning: The Technical Guide To Constructing LLM Models
Articles & Blogs
- A Beginner's Guide to LLM Fine-Tuning
- A Deep-Dive into Fine-Tuning of Large Language Models
A comprehensive blog on fine-tuning LLMs like GPT-4 & BERT, providing insights, trends, and benefits. 🚀
- Complete Guide to LLM Fine Tuning for Beginners
- Creating a Domain Expert LLM: A Guide to Fine-Tuning
- Fine-tune an LLM on your personal data: create a “The Lord of the Rings” storyteller
- Fine-tune Google PaLM 2 with Scikit-LLM
Demonstrating how to fine-tune Google PaLM 2, the most advanced LLM from Google, using Scikit-LLM. 📈
Research Papers
- A Comprehensive Overview of Large Language Models
- DISC-LawLLM: Fine-tuning Large Language Models for Intelligent Legal Systems
- Embracing Large Language Models for Medical Applications
- Enhancing LLM with Evolutionary Fine Tuning for News Summary Generation
- Federated Fine-tuning of Billion-Sized Language Models across
- Fine-tuning language models to find agreement among humans with
Slides & Presentations
- AI and ML Series - Introduction to Generative AI and LLMs | PPT
PPT - A presentation introducing Generative AI and LLMs, including their usage in specific applications.
- Automate your Job and Business with ChatGPT #3
- Conversational AI with Transformer Models | PPT
PPT - A presentation highlighting the use of Transformer Models in Conversational AI applications.
- Fine tune and deploy Hugging Face NLP models | PPT
PPT - A presentation that provides insights on how to build and deploy LLM models using Hugging Face NLP.
- Fine tuning large LMs
- Intro to LLMs
Podcasts
- AI and the Future of Work on Apple Podcasts
- AI Daily on Apple Podcasts
- All About Evaluating LLM Applications // Shahul Es // #179 MLOps
- Gradient Dissent: Exploring Machine Learning, AI, Deep Learning
Go behind the scenes to learn from industry leaders about how they are implementing deep learning in real-world scenarios. Gain insights into the machine learning industry and stay updated with the latest trends.
- Latent Space: The AI Engineer Podcast — CodeGen, Agents, Computer Vision, Data Science, AI UX and all things Software 3.0
Dive into the world of AI engineering, covering topics like code generation, computer vision, data science, and the latest advancements in AI UX.
- LessWrong Curated Podcast | Podcast on Spotify
Podcast on Spotify: Audio version of the posts shared in the LessWrong Curated newsletter.
Conferences & Events
- AI Dev Day - New York, Thu, Oct 26, 2023, 5:30 PM
Tech talks on best practices in GenAI applications and using LLMs for real-time, personalized notifications.
- AI Dev Day - Seattle, Mon, Oct 30, 2023, 5:00 PM
A tech talk on effective LLM observability and fine-tuning opportunities using vector similarity search.
- AI meetup (In-person): GenAI and LLMs for Health
- AI Meetup (in-person): Generative AI and LLMs - Halloween Edition
Halloween Edition
- AI & Prompt Engineering Meetup Munich, Do., 5. Okt. 2023, 18:15
Introduce H2O LLM Studio for fine-tuning LLMs and bring together AI enthusiasts from various backgrounds.
- Bellevue Applied Machine Learning Meetup
A meetup focusing on applied machine learning techniques and improving the skills of data scientists and ML practitioners.
Videos
- AI News: Creating LLMs without code! - YouTube
Maya Akim discusses the top 5 LLM fine-tuning use cases you need to know.
- Building and Curating Datasets for RLHF and LLM Fine-tuning ...
Learn about building and curating datasets for RLHF (Reinforcement Learning from Human Feedback) and LLM (Large Language Model) fine-tuning, with sponsorship by Argilla.
- clip2 llm emory - YouTube
Learn how to fine-tune Llama 2 on your own dataset and train an LLM for your specific use case.
- EasyTune Walkthrough - YouTube
A walkthrough of fine-tuning LLM with QLoRA on a single GPU using Falcon-7b.
- Fine-tuning an LLM using PEFT | Introduction to Large Language ...
Introduction to Large Language ...: Discover how to fine-tune an LLM using PEFT, a technique that requires fewer resources.
- Fine-tuning Llama 2 on Your Own Dataset | Train an LLM for Your ...
Train an LLM for Your ...: Learn how to fine-tune Llama 2 model on a custom dataset.
Showing a sample of 179 resources. View the full list on GitHub →