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Llama Cookbook - LLaMA Fine-tuning Framework

Advanced

Official comprehensive guide for LLaMA model inference, fine-tuning, RAG, and end-to-end use cases. Includes examples for domain adaptation and LLM applications.

llama llm fine-tuning inference rag peft loralib pytorch transformers nlp machine-learning meta ai

InstructLab - Framework for Fine-tuning LLMs with Synthetic Data

Advanced

Framework for fine-tuning LLMs with synthetic data using the LAB (Large-Scale Alignment for ChatBots) method. Now refactored into SDG Hub and Training Hub components.

instructlab llm fine-tuning synthetic-data llama quantization sdg taxonomy redhat ai machine-learning lab-method

Ray - Distributed Computing Framework

Advanced

Ray is an AI compute engine for scaling AI and Python applications. It consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

ray distributed-computing machine-learning python ml-operations parallel-computing kubernetes aws

HivisionIDPhotos: AI-Powered ID Photo Generator

Advanced

A lightweight, offline-capable AI tool for automatic ID photo generation with portrait matting, background replacement, and layout photo creation.

ai machine-learning computer-vision image-processing python onnx opencv