训练框架

374 条

大规模预训练与微调的框架。

#仓库Stars
1huggingface/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.
169k
2AUTOMATIC1111/stable-diffusion-webui
Stable Diffusion web UI
165k
3rasbt/LLMs-from-scratch
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
108k
4opencv/opencv
Open Source Computer Vision Library
92k
5tesseract-ocr/tesseract
Tesseract Open Source OCR Engine (main repository)
77k
6hiyouga/LlamaFactory
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
76k
7labmlai/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, ... 🧠
68k
8keras-team/keras
Deep Learning for humans
64k
9ultralytics/ultralytics
Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking
63k
10CorentinJ/Real-Time-Voice-Cloning
Clone a voice in 5 seconds to generate arbitrary speech in real-time
60k
11ultralytics/yolov5
Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.
58k
12roboflow/supervision
We write your reusable computer vision tools. 💜
52k
13paperless-ngx/paperless-ngx
A community-supported supercharged document management system: scan, index and archive all your documents
48k
14ray-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.
44k
15deepspeedai/DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
43k
16patchy631/ai-engineering-hub
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
42k
17google/langextract
A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.
39k
18naptha/tesseract.js
Pure Javascript OCR for more than 100 Languages 📖🎉🖥
39k
19google-ai-edge/mediapipe
Cross-platform, customizable ML solutions for live and streaming media.
38k
20babysor/MockingBird
🚀Clone a voice in 5 seconds to generate arbitrary speech in real-time
37k
21NandhaKishorM/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.
35k
22huggingface/diffusers
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
35k
23lutzroeder/netron
Visualizer for neural network, deep learning and machine learning models
34k
24facebookresearch/fairseq
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
32k
25stanford-oval/storm
An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.
32k
26Lightning-AI/pytorch-lightning
Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
31k
27JaidedAI/EasyOCR
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
30k
28srbhr/Resume-Matcher
The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.
29k
29fastai/fastai
The fastai deep learning library
28k
30mozilla/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.
27k
31SYSTRAN/faster-whisper
Faster Whisper transcription with CTranslate2
27k
32WZMIAOMIAO/deep-learning-for-image-processing
deep learning for image processing including classification and object-detection etc.
26k
33junyanz/pytorch-CycleGAN-and-pix2pix
Image-to-Image Translation in PyTorch
25k
34AccumulateMore/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】
24k
35Tencent/ncnn
ncnn is a high-performance neural network inference framework optimized for the mobile platform
24k
36lukasmasuch/best-of-ml-python
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
24k
37amusi/CVPR2026-Papers-with-Code
CVPR 2026 论文和开源项目合集
23k
38AiHubCN/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。
23k
39screenpipe/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
22k
40microsoft/onnxruntime
ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
22k
41liyupi/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
22k
42recommenders-team/recommenders
Best Practices on Recommendation Systems
22k
43onnx/onnx
Open standard for machine learning interoperability
22k
44AI4Finance-Foundation/FinGPT
FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
22k
45EthicalML/awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
21k
46wanshuiyin/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.
19k
47google/magika
Fast and accurate AI powered file content types detection
19k
48NVIDIA/Megatron-LM
Ongoing research training transformer models at scale
18k
49arc53/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.
18k
50bharathgs/Awesome-pytorch-list
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
17k