训练框架
374 条大规模预训练与微调的框架。
| # | 仓库 | 分类 | Stars | 最近推送 |
|---|---|---|---|---|
| 1 | huggingface/transformers 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. | 训练框架 | 169k | 2026-11-10 03:52 UTC |
| 2 | AUTOMATIC1111/stable-diffusion-webui Stable Diffusion web UI | 图像生成 | 165k | 2026-03-02 07:00 UTC |
| 3 | rasbt/LLMs-from-scratch Implement a ChatGPT-like LLM in PyTorch from scratch, step by step | 零代码微调平台 | 108k | 2026-11-09 14:59 UTC |
| 4 | opencv/opencv Open Source Computer Vision Library | 图像处理 | 92k | 2026-11-10 03:19 UTC |
| 5 | tesseract-ocr/tesseract Tesseract Open Source OCR Engine (main repository) | 文档解析 / OCR | 77k | 2026-11-09 11:40 UTC |
| 6 | hiyouga/LlamaFactory Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024) | 训练框架 | 76k | 2026-11-09 14:55 UTC |
| 7 | labmlai/annotated_deep_learning_paper_implementations 🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠 | 参数高效微调 | 68k | 2026-11-02 05:57 UTC |
| 8 | keras-team/keras Deep Learning for humans | 训练框架 | 64k | 2026-11-10 02:55 UTC |
| 9 | ultralytics/ultralytics Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking | 检测 / 分割 | 63k | 2026-11-10 04:19 UTC |
| 10 | CorentinJ/Real-Time-Voice-Cloning Clone a voice in 5 seconds to generate arbitrary speech in real-time | 语音 | 60k | 2026-03-09 10:31 UTC |
| 11 | ultralytics/yolov5 Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export. | 检测 / 分割 | 58k | 2026-11-07 16:59 UTC |
| 12 | roboflow/supervision We write your reusable computer vision tools. 💜 | 图像处理 | 52k | 2026-11-10 01:07 UTC |
| 13 | paperless-ngx/paperless-ngx A community-supported supercharged document management system: scan, index and archive all your documents | 文档解析 / OCR | 48k | 2026-11-10 00:31 UTC |
| 14 | ray-project/ray Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads. | Pipeline 编排 | 44k | 2026-11-10 05:01 UTC |
| 15 | deepspeedai/DeepSpeed DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective. | 分布式训练 | 43k | 2026-11-10 01:13 UTC |
| 16 | patchy631/ai-engineering-hub In-depth tutorials on LLMs, RAGs and real-world AI agent applications. | RAG 框架 | 42k | 2026-11-01 04:39 UTC |
| 17 | google/langextract A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization. | 训练框架 | 39k | 2026-11-10 01:39 UTC |
| 18 | naptha/tesseract.js Pure Javascript OCR for more than 100 Languages 📖🎉🖥 | 文档解析 / OCR | 39k | 2026-05-17 04:19 UTC |
| 19 | google-ai-edge/mediapipe Cross-platform, customizable ML solutions for live and streaming media. | 端侧部署 | 38k | 2026-11-10 04:08 UTC |
| 20 | babysor/MockingBird 🚀Clone a voice in 5 seconds to generate arbitrary speech in real-time | 语音 | 37k | 2026-03-03 14:59 UTC |
| 21 | NandhaKishorM/laya Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request. | 训练框架 | 35k | 2026-11-09 06:53 UTC |
| 22 | huggingface/diffusers 🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch. | 图像生成 | 35k | 2026-11-10 03:52 UTC |
| 23 | lutzroeder/netron Visualizer for neural network, deep learning and machine learning models | 格式转换 | 34k | 2026-11-09 12:35 UTC |
| 24 | facebookresearch/fairseq Facebook AI Research Sequence-to-Sequence Toolkit written in Python. | 训练框架 | 32k | 2025-09-30 11:16 UTC |
| 25 | stanford-oval/storm An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations. | 训练框架 | 32k | 2025-09-30 18:07 UTC |
| 26 | Lightning-AI/pytorch-lightning Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes. | 训练框架 | 31k | 2026-10-30 08:08 UTC |
| 27 | JaidedAI/EasyOCR Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc. | 图像处理 | 30k | 2025-12-05 12:23 UTC |
| 28 | srbhr/Resume-Matcher The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support. | 向量数据库 | 29k | 2026-11-07 18:09 UTC |
| 29 | fastai/fastai The fastai deep learning library | 训练框架 | 28k | 2026-09-21 10:41 UTC |
| 30 | mozilla/DeepSpeech DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers. | IoT / 固件 | 27k | 2025-06-19 12:52 UTC |
| 31 | SYSTRAN/faster-whisper Faster Whisper transcription with CTranslate2 | 语音推理 | 27k | 2026-11-06 17:24 UTC |
| 32 | WZMIAOMIAO/deep-learning-for-image-processing deep learning for image processing including classification and object-detection etc. | 检测 / 分割 | 26k | 2026-01-01 07:16 UTC |
| 33 | junyanz/pytorch-CycleGAN-and-pix2pix Image-to-Image Translation in PyTorch | 图像生成 | 25k | 2025-08-06 17:58 UTC |
| 34 | AccumulateMore/CV ✅(已完结)超级全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】【大飞 大模型Agent】 | 训练框架 | 24k | 2026-09-20 00:41 UTC |
| 35 | Tencent/ncnn ncnn is a high-performance neural network inference framework optimized for the mobile platform | 端侧部署 | 24k | 2026-11-10 04:45 UTC |
| 36 | lukasmasuch/best-of-ml-python 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly. | 分析 / BI | 24k | 2026-11-05 14:09 UTC |
| 37 | amusi/CVPR2026-Papers-with-Code CVPR 2026 论文和开源项目合集 | 图像处理 | 23k | 2026-03-08 07:27 UTC |
| 38 | AiHubCN/Awesome-Chinese-LLM 整理开源的中文大语言模型,以规模较小、可私有化部署、训练成本较低的模型为主,包括底座模型,垂直领域微调及应用,数据集与教程等。 | 训练框架 | 23k | 2026-05-10 05:03 UTC |
| 39 | screenpipe/screenpipe YC (S26) | Open Computer History | Continuously record your company computer work, map your workflows, help you find work worth automating, and power your agents' context | 视觉语言模型 | 22k | 2026-11-10 00:40 UTC |
| 40 | microsoft/onnxruntime ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator | 格式转换 | 22k | 2026-11-10 05:21 UTC |
| 41 | recommenders-team/recommenders Best Practices on Recommendation Systems | 容器 / Kubernetes | 22k | 2026-11-05 17:58 UTC |
| 42 | liyupi/ai-guide 程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程,分享 OpenClaw 保姆级教程、大模型玩法(DeepSeek / GPT / Gemini / Claude / GLM)、最新 AI 资讯、Prompt 提示词大全、AI 知识百科(Agent Skills / RAG / MCP / A2A)、AI 编程教程(Harness Engineering)、AI 工具用法(Cursor / Claude Code / TRAE / Codex / Copilot)、AI 开发框架教程(Spring AI / LangChain)、AI 产品变现指南,帮你快速掌握 AI 技术,走在时代前沿。本项目为开源文档 aiguide,已升级为鱼皮 AI 导航网站 | RAG 框架 | 22k | 2026-10-22 03:01 UTC |
| 43 | onnx/onnx Open standard for machine learning interoperability | 格式转换 | 22k | 2026-11-09 23:01 UTC |
| 44 | AI4Finance-Foundation/FinGPT FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace. | 训练框架 | 22k | 2026-10-25 13:49 UTC |
| 45 | EthicalML/awesome-production-machine-learning A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning | MLOps 平台 | 21k | 2026-11-08 10:41 UTC |
| 46 | wanshuiyin/Auto-claude-code-research-in-sleep ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent. | MCP 生态 | 19k | 2026-11-08 10:12 UTC |
| 47 | google/magika Fast and accurate AI powered file content types detection | 格式转换 | 19k | 2026-11-09 21:44 UTC |
| 48 | arc53/DocsGPT Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents. | RAG 框架 | 18k | 2026-11-09 22:33 UTC |
| 49 | NVIDIA/Megatron-LM Ongoing research training transformer models at scale | 训练框架 | 18k | 2026-11-10 05:20 UTC |
| 50 | bharathgs/Awesome-pytorch-list A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc. | 训练框架 | 17k | 2026-09-22 06:52 UTC |