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机器学习 · GitHub

发现模型训练、评估与推理框架,比较深度学习和机器学习项目的社区关注度。

实用 GitHub 项目

4,743 个项目
670星标
Gaussian_YOLOv3 preview

Gaussian YOLOv3: An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous Driving (ICCV, 2019)

point2vec

karimknaebel

102星标
point2vec preview

[GCPR 2023 | CVPR 2023 Workshop] Self-Supervised Representation Learning on Point Clouds

localmod

KOKOSde

117星标
localmod preview

Self-hosted content moderation API that outperforms Amazon Comprehend. 100% offline, your data never leaves your server. Text + Image moderation.

59星标

🤖 零基础 AI 学习之路 | 30 天从小白到实战 | Python → 机器学习 → 深度学习 → Agent应用 → 项目实战 一个完整的 AI 入门教程,包含: 📚 30 天系统教程(费曼学习法·大白话讲解) 💻 9 个完整项目(图像分类·文本生成·目标检测·模型部署·AI客服·数据分析·智能投研·RAG·AutoGPT) 🎯 200+ 代码示例(可直接运行) 🆓 完全免费开源(MIT 许可证) 📖 配套教程:CSDN专栏 https://blog.csdn.net/m0_67081842 ⭐ 如果有帮助,欢迎 Star 支持!

LaneATT

lucastabelini

700星标
LaneATT preview

Code for the paper entitled "Keep your Eyes on the Lane: Real-time Attention-guided Lane Detection" (CVPR 2021)

PASQA

lycorp-jp

26星标

PASQA: Pitch-Accent-Focused Speech Quality Assessment Model Trained on Synthetic Speech with Accent Errors

机器学习PythonCC0-1.0GitHub
31星标
nsfw_sherlock preview

Free, self-hosted image moderation API in Go. Check NSFW images on your own server with HTTP, gRPC, Docker, and optional OCR. No subscription or per-image API fees.

magnetron

MarioSieg

709星标

A zero-dependency ML framework in C with a modern Python API for full control over execution and memory.

  • Practical, not just educationalCapable of running modern LLM inference (e.g. Qwen3 in BF16), not just toy models.
  • Small, controllable ML runtimeDesigned to stay inspectable end-to-end - no hidden execution layers or opaque backends.

merlin

merlinquantum

39星标

MerLin enables researchers to build, train, and benchmark photonic quantum machine learning models using familiar ML tools.

torchopt

metaopt

639星标
torchopt preview

TorchOpt is an efficient library for differentiable optimization built upon PyTorch.

机器学习PythonApache-2.0GitHub

thunder

MICS-Lab

51星标
thunder preview

[NeurIPS25 D&B Spotlight] A tile-level histopathology image understanding benchmark

机器学习PythonCC-BY-4.0GitHub

skills

ml4t

44星标

Agent skills for Machine Learning for Algorithmic Trading: leakage-safe quant ML, backtesting, validation, and autonomous research workflows.

  • Method discipline: every skill teaches a concept-first WRONG/CORRECT pattern.
  • Book alignment: skills map to the chapters and case-study workflow in Machine Learning for Algorithmic Trading.
机器学习PythonApache-2.0GitHub

PeakPulse-AI

mrcanlaco

98星标

PeakPulse AI — Real-Time Financial Market Anomaly Detection & Time-Series Machine Learning Engine

swin2sr

mv-lab

697星标
swin2sr preview

[ECCV] Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-lab/swin2sr

机器学习PythonApache-2.0GitHub
860星标
gpt-tokenizer preview

The fastest JavaScript BPE Tokenizer Encoder Decoder for OpenAI's GPT models (gpt-5, gpt-o*, gpt-4o, etc.). Port of OpenAI's tiktoken with additional features.

  • Support for easily tokenizing chats thanks to the encodeChat function
  • Support for all current OpenAI models, including GPT-5, GPT-4.1, GPT-4o, o1/o3/o4, gpt-oss, realtime, audio, transcription, image, and video models
机器学习TypeScriptMITGitHub

direct

NKI-AI

321星标

Deep learning framework for MRI reconstruction

  • MRI data and sampling. Multi-coil static, dynamic, and multislice volumes; coil-sensitivity estimation; and a library of Cartesian, radial, spiral, Poisson, Gaussian, and k-t masks. A learned Adaptive Dynamic Sampler (ADS) can also choose lines or pixels under a fixed acceleration budget.
  • Reconstruction models. vSHARP, RecurrentVarNet, VarNet, RIM / CIRIM, LPDNet, XPDNet, IterDualNet, ConjGradNet, Joint-ICNet, KIKI-Net, MultiDomainNet, VarSplitNet, U-Net (2D / 3D), MEDL, and transformer reconstructors (ViT, UFormer) in image or k-space.
机器学习PythonApache-2.0GitHub