ultralytics / ultralytics

Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 — object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

ultralytics / yolov5

Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.

roboflow / supervision

We write your reusable computer vision tools. 💜

huggingface / pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

explosion / spaCy

💫 Industrial-strength Natural Language Processing (NLP) in Python

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.

lucidrains / vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

serengil / deepface

A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python

cvat-ai / cvat

CVAT is a leading data annotation platform for image, video, audio, and 3D datasets. It offers open-source, cloud, and enterprise products, as well as labeling services, with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

wkentaro / labelme

Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.

mlfoundations / open_clip

An open source implementation of CLIP.

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.

sktime / sktime

A unified framework for machine learning with time series

PaddlePaddle / PaddleX

All-in-One Development Tool based on PaddlePaddle

tyiannak / pyAudioAnalysis

Python Audio Analysis Library: Feature Extraction, Classification, Segmentation and Applications

PaddlePaddle / PaddleClas

A treasure chest for visual classification and recognition powered by PaddlePaddle

biolab / orange3

🍊 :bar_chart: :bulb: Orange: Interactive data analysis

embeddings-benchmark / mteb

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

tslearn-team / tslearn

The machine learning toolkit for time series analysis in Python

autodistill / autodistill

Images to inference with no labeling (use foundation models to train supervised models).

roboflow / inference

Turn any computer or edge device into a command center for your computer vision projects.

ailia-ai / ailia-models

The collection of pre-trained, state-of-the-art AI models for ailia SDK

ufoym / imbalanced-dataset-sampler

A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

AIStream-Peelout / flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

WenjieDu / PyPOTS

A Python toolkit/library for reality-centric machine/deep learning & data mining on partially-observed time series, with 50+ SOTA neural network models for scientific analysis tasks (imputation, classification, clustering, forecasting, anomaly detection, cleaning) on incomplete industrial irregularly-sampled multivariate TS with NaN missing values

johannfaouzi / pyts

A Python package for time series classification

ScottfreeLLC / AlphaPy

Python AutoML for Trading Systems and Sports Betting

yoshitomo-matsubara / torchdistill

A coding-free framework built on PyTorch for reproducible deep learning studies. PyTorch Ecosystem. 🏆26 knowledge distillation methods presented at TPAMI, CVPR, ICLR, ECCV, NeurIPS, ICCV, AAAI, etc are implemented so far. 🎁 Trained models, training logs and configurations are available for ensuring the reproducibiliy and benchmark.

sepandhaghighi / pycm

Multi-class confusion matrix library in Python

sb-ai-lab / LightAutoML

Fast and customizable framework for automatic ML model creation (AutoML)

aeon-toolkit / aeon

A toolkit for time series machine learning and deep learning

explosion / spacy-llm

🦙 Integrating LLMs into structured NLP pipelines

open-edge-platform / geti

Build, train, optimize, and run computer vision models locally, from raw images to live inference. Open source, optimized for Intel XPU (CPU-only and CUDA also supported).

huridocs / pdf-document-layout-analysis

A Docker-powered service for PDF document layout analysis. This service provides a powerful and flexible PDF analysis service. The service allows for the segmentation and classification of different parts of PDF pages, identifying the elements such as texts, titles, pictures, tables and so on.

unitaryai / detoxify

Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers.

PSRben / VisionHOPE

Official PyTorch implementation of VisionHOPE: Visual Backbones as Self-Modifying Learning Systems.

openvinotoolkit / nncf

Neural Network Compression Framework for enhanced OpenVINO™ inference

Rizzo-AI-Academy / rizzo-pii

Local-first privacy guard: anonymize your documents before sharing with LLMs.

fraunhoferportugal / tsfel

Time Series Feature Extraction Library (TSFEL): 60+ statistical, temporal, spectral and fractal features for time series classification, regression and signal processing in Python

StartLuxLabs / StartLux-Decision

Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Engine for vLLM, llama.cpp and MLX.

jasmcaus / caer

High-performance Vision library in Python. Scale your research, not boilerplate.

Tencent / YOLO-Master

[CVPR2026]🚀🚀🚀Official code for the paper "YOLO-Master: MOE-Accelerated with Specialized Transformers for Enhanced Real-time Detection." *(YOLO = You Only Look Once)* 🔥🔥🔥

nuclia / nucliadb

NucliaDB, The AI Search database for RAG

lynote-ai / ai-text-detector

A cautious, explainable AI text detector for local workflows and coding agents. Need production detection in your app? Try the Lynote AI Detector API → lynote.ai/ai-detector-api

MISP / misp-galaxy

Clusters and elements to attach to MISP events or attributes (like threat actors)

webis-de / small-text

Active Learning for Text Classification in Python

pieeg-club / ironbci

Wearable (BLE) Brain-Computer Interface, ADS1299 and STM32 with SDK for mobile application

Ecogenomics / GTDBTk

GTDB-Tk: a toolkit for assigning objective taxonomic classifications to bacterial and archaeal genomes.

KRLabsOrg / LettuceDetect

Span-level grounding verification for RAG, code, and tool-grounded AI outputs.

kydlikebtc / awesome-jev

1207 public resources for Jev, TypeSafe AI's System One decision model, indexed by decision pattern. Source citations, dated link checks and scheduled call-site text checks; runtime and performance are not independently tested here. EN/中文, JSON schema and platform compatibility.

codelion / adaptive-classifier

A flexible, adaptive classification system for dynamic text classification

albumentations-team / AlbumentationsX

Image augmentation for computer vision. AGPL-3.0-only or commercial licensing.

Knowledgator / GLiClass

Generalist and Lightweight Model for Text Classification

TissueImageAnalytics / tiatoolbox

Computational Pathology Toolbox developed by TIA Centre, University of Warwick.

sourmash-bio / sourmash

Quickly search, compare, and analyze genomic and metagenomic data sets.

OmniJev / awesome-jev-gallery

🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.

sutro-sh / jev-align

Build calibrated AI Functions from human feedback using Jev and GEPA.

logan-markewich / jeff

A self-hosted drop-in replacement for TypeSafe's jev, powered by GliFormer.

Heman10x-NGU / openJev-verdict-2.0

Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)

crow-hq / llm-wiki-v2

Turn your documents into a Markdown wiki you can read, that answers with citations. Works with any LLM provider, Ollama included. CROW classifier routing: 89% right note vs 62%, 2.1× faster ingest, 68% fewer tokens.