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 |
|---|---|---|---|---|
| 51 | GeeeekExplorer/nano-vllm Nano vLLM | 大模型推理服务 | 16k | 2026-04-26 05:10 UTC |
| 52 | tracel-ai/burn Burn is a next generation tensor library and Deep Learning Framework that doesn't compromise on flexibility, efficiency and portability. | 硬件加速适配 | 16k | 2026-11-10 17:16 UTC |
| 53 | modelscope/ms-swift Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025). | 训练框架 | 16k | 2026-11-10 16:54 UTC |
| 54 | camenduru/stable-diffusion-webui-colab stable diffusion webui colab | 图像生成 | 16k | 2025-12-16 05:49 UTC |
| 55 | Unstructured-IO/unstructured Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex documents into clean, structured formats for language models. Visit our website to learn more about our enterprise grade Platform product for production grade workflows, partitioning, enrichments, chunking and embedding. | 文档解析 / OCR | 16k | 2026-11-06 21:29 UTC |
| 56 | DataTalksClub/mlops-zoomcamp Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort | MLOps 平台 | 16k | 2026-10-15 13:49 UTC |
| 57 | albumentations-team/albumentations Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125 | 检测 / 分割 | 15k | 2025-06-25 23:21 UTC |
| 58 | botpress/botpress The open-source hub to build & deploy GPT/LLM Agents ⚡️ | 训练框架 | 15k | 2026-11-10 17:04 UTC |
| 59 | BlinkDL/RWKV-LM RWKV (pronounced RwaKuv) is an RNN with great LLM performance, which can also be directly trained like a GPT transformer (parallelizable). We are at RWKV-7 "Goose". So it's combining the best of RNN and transformer - great performance, linear time, constant space (no kv-cache), fast training, infinite ctx_len, and free sentence embedding. | 训练框架 | 15k | 2026-11-04 10:19 UTC |
| 60 | flairNLP/flair A very simple framework for state-of-the-art Natural Language Processing (NLP) | 训练框架 | 14k | 2026-10-19 11:03 UTC |
| 61 | janishar/mit-deep-learning-book-pdf MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville | PDF 工具 | 14k | 2026-02-03 19:27 UTC |
| 62 | mlfoundations/open_clip An open source implementation of CLIP. | 多模态嵌入 | 14k | 2026-11-06 02:48 UTC |
| 63 | DLR-RM/stable-baselines3 PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms. | 训练框架 | 14k | 2026-10-26 09:35 UTC |
| 64 | Lightning-AI/litgpt 20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale. | 大模型推理服务 | 14k | 2026-11-01 10:26 UTC |
| 65 | NVIDIA/TensorRT NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT. | 格式转换 | 13k | 2026-11-05 18:43 UTC |
| 66 | multimodal-art-projection/YuE YuE2: frontier music generation with symbolic planning, zero-shot covers, and agentic music editing. | 语音 | 13k | 2026-11-01 05:46 UTC |
| 67 | halfrost/Halfrost-Field ✍🏻 Source Code Deep Dives, System Design & Engineering Blogs | Halfrost-Field 冰霜之地:源码解析、系统设计与工程实践笔记 | 大模型推理服务 | 13k | 2026-11-10 15:03 UTC |
| 68 | FareedKhan-dev/train-llm-from-scratch A straightforward method for training your LLM, from downloading data to generating text. | 训练框架 | 13k | 2026-10-02 14:45 UTC |
| 69 | jacobgil/pytorch-grad-cam Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more. | 检测 / 分割 | 13k | 2026-11-01 05:07 UTC |
| 70 | kmario23/deep-learning-drizzle Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!! | 医学影像 | 13k | 2026-08-22 15:46 UTC |
| 71 | axolotl-ai-cloud/axolotl Go ahead and axolotl questions | 训练框架 | 13k | 2026-11-10 15:14 UTC |
| 72 | kornia/kornia 🐍 Geometric Computer Vision Library for Spatial AI | 图像处理 | 12k | 2026-11-10 16:50 UTC |
| 73 | data-privacy-stack/presidio An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines. | 训练框架 | 12k | 2026-11-10 13:39 UTC |
| 74 | ludwig-ai/ludwig Low-code framework for building custom LLMs, neural networks, and other AI models | 零代码微调平台 | 12k | 2026-11-09 21:43 UTC |
| 75 | tensorzero/tensorzero TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and experimentation. | LLM 可观测 | 12k | 2026-06-11 01:48 UTC |
| 76 | FareedKhan-dev/kimi-k3-in-c A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU. | 大模型推理服务 | 12k | 2026-10-02 04:51 UTC |
| 77 | wandb/wandb The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production. | 实验管理 | 11k | 2026-11-10 16:52 UTC |
| 78 | huggingface/tokenizers 💥 Fast State-of-the-Art Tokenizers optimized for Research and Production | 训练框架 | 11k | 2026-11-10 16:28 UTC |
| 79 | openvinotoolkit/openvino OpenVINO™ is an open source toolkit for optimizing and deploying AI inference | 格式转换 | 11k | 2026-11-10 16:55 UTC |
| 80 | thu-ml/tianshou An elegant PyTorch deep reinforcement learning library. | 训练框架 | 11k | 2026-04-03 21:34 UTC |
| 81 | kedro-org/kedro Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular. | MLOps 平台 | 11k | 2026-11-10 11:32 UTC |
| 82 | aws/amazon-sagemaker-examples Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker. | 大模型推理服务 | 11k | 2026-10-14 18:17 UTC |
| 83 | CVHub520/X-AnyLabeling X-AnyLabeling: A lightweight, efficient, and unified cross-platform desktop application for annotating text, image, video, point cloud and multimodal data, combining versatile built-in tools with state-of-the-art AI models and flexible multi-format export. | 检测 / 分割 | 11k | 2026-11-08 16:30 UTC |
| 84 | huggingface/text-generation-inference Large Language Model Text Generation Inference | 大模型推理服务 | 11k | 2026-03-21 11:34 UTC |
| 85 | autogluon/autogluon Fast and Accurate ML in 3 Lines of Code | 时序预测 | 11k | 2026-11-10 13:49 UTC |
| 86 | skypilot-org/skypilot The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster. | 大模型推理服务 | 11k | 2026-11-10 14:23 UTC |
| 87 | Megvii-BaseDetection/YOLOX YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/ | 检测 / 分割 | 11k | 2025-06-08 03:52 UTC |
| 88 | vwxyzjn/cleanrl High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG) | 训练框架 | 11k | 2026-04-20 10:57 UTC |
| 89 | ultralytics/yolov3 PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation, inference, and multi-format export. | 大模型推理服务 | 11k | 2026-11-07 16:59 UTC |
| 90 | zyddnys/manga-image-translator Translate manga/image 一键翻译各类图片内文字 https://cotrans.touhou.ai/ (no longer working) | 图像处理 | 11k | 2026-10-11 12:27 UTC |
| 91 | ymcui/Chinese-BERT-wwm Pre-Training with Whole Word Masking for Chinese BERT(中文BERT-wwm系列模型) | 训练框架 | 10k | 2026-04-19 00:57 UTC |
| 92 | roboflow/rf-detr RF-DETR is a real-time object detection and segmentation model architecture developed by Roboflow, SOTA on COCO, designed for fine-tuning. [ICLR 2026] | 检测 / 分割 | 10k | 2026-11-10 15:35 UTC |
| 93 | espnet/espnet End-to-End Speech Processing Toolkit | 翻译 | 10k | 2026-11-09 17:59 UTC |
| 94 | pycaret/pycaret Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane. | 时序预测 | 9.9k | 2026-07-23 00:34 UTC |
| 95 | onnx/models A collection of pre-trained, state-of-the-art models in the ONNX format | 格式转换 | 9.9k | 2026-11-01 03:26 UTC |
| 96 | roboflow/notebooks A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL. | 检测 / 分割 | 9.7k | 2026-09-22 15:05 UTC |
| 97 | YaoFANGUK/video-subtitle-extractor 视频硬字幕提取,生成srt文件。无需申请第三方API,本地实现文本识别。基于深度学习的视频字幕提取框架,包含字幕区域检测、字幕内容提取。A GUI tool for extracting hard-coded subtitle (hardsub) from videos and generating srt files. | 文档解析 / OCR | 9.7k | 2026-04-09 15:27 UTC |
| 98 | yzhao062/anomaly-detection-resources Anomaly detection related books, papers, videos, and toolboxes. Last update late 2025 for LLM and VLM works! | 时序预测 | 9.4k | 2026-03-02 04:42 UTC |
| 99 | dusty-nv/jetson-inference Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson. | IoT / 固件 | 9.0k | 2025-10-16 17:34 UTC |
| 100 | bentoml/BentoML The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more! | MLOps 平台 | 8.9k | 2026-11-02 17:14 UTC |