Top DEEP-LEARNING GitHub Repositories & Tools (2026)

Learn it. Build it. Ship it for others.

An Open Source Machine Learning Framework for Everyone

12 Weeks, 24 Lessons, AI for All!

🤗 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.

Stable Diffusion web UI

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Train and serve LLMs at extreme speed and massive throughput.

Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

Fast and accurate AI powered file content types detection

DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning

Open-source inference server and production cluster for all the models your agent needs.

Refine high-quality datasets and visual AI 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

Cross-platform, customizable ML solutions for live and streaming media.

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

A flexible, high-performance serving system for machine learning models

PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry. Create meaningful quantum algorithms, from inspiration to implementation.

A high-level machine learning and deep learning library for the PHP language.

High performance Rust stream processing engine seamlessly integrates AI capabilities, providing powerful real-time data processing and intelligent analysis.