PyTorch
by Community
Tensors and Dynamic neural networks in Python with strong GPU acceleration
OSS
PyTorch
Added 1 June 2026
Overview
PyTorch is a Python library for building neural networks using tensors and dynamic computation graphs. It provides strong GPU acceleration through CUDA integration, allowing researchers and engineers to define and train models with flexible, define-by-run semantics.
Best for
Best for
ML researchers and engineers building custom neural network architectures with GPU training needs
Use cases
- Training deep learning models with GPU acceleration
- Research prototyping with dynamic neural network architectures
- Building production inference pipelines for computer vision and NLP
Notes
PyTorch is a Python library for building neural networks using tensors and dynamic computation graphs. It provides strong GPU acceleration through CUDA integration, allowing researchers and engineers to define and train models with flexible, define-by-run semantics.
100,318 stars on GitHub. Last updated 2026-06-01.
Use cases
- Training deep learning models with GPU acceleration
- Research prototyping with dynamic neural network architectures
- Building production inference pipelines for computer vision and NLP
Pros
- Dynamic computation graphs enable intuitive debugging and flexible model design
- Mature ecosystem with extensive pre-trained models and community libraries
- Strong GPU support with optimized kernels for training at scale
Cons
- Steeper learning curve than some alternatives for beginners
- Production deployment requires additional tooling beyond the core library
- Memory usage can be high for large models without careful optimization
Indexed from awesome-llmops and enriched against its public facts.
Pros
- Dynamic computation graphs enable intuitive debugging and flexible model design
- Mature ecosystem with extensive pre-trained models and community libraries
- Strong GPU support with optimized kernels for training at scale
Cons
- Steeper learning curve than some alternatives for beginners
- Production deployment requires additional tooling beyond the core library
- Memory usage can be high for large models without careful optimization
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Generate photorealistic images and videos of people with AI. Generate over 120 unique avatar styles inspired by the original Avatar AI™ that sparked the viral AI avatar trend in
QuillBot
Various
Write effortlessly and efficiently with Quillbot's suite of AI tools. Paraphrase, check grammar, analyze tone, improve fluency, and more. Start doing your best work.
Resemble AI
Various
Resemble AI helps enterprises generate secure voice AI, verify proper usage, and detect deepfakes instantly. Available on-prem or via cloud. Built for enterprise scale with gover
Runway
Various
We are building foundational General World Models that will be capable of simulating all possible worlds and experiences. The next frontier of intelligence will come from models
Sora
Various
Presentation of Sora, a large video generation model. OpenAI, February 15, 2024.
Stable Audio
Various
Learn about Stable Audio 3.0, a model family trained on fully licensed data, designed to be the foundation for what the audio community builds next. Three of the models are open
Stable Diffusion Public Release
Various
We are delighted to announce the public release of Stable Diffusion and the launch of DreamStudio Lite.
Stable Diffusion
Various
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Stable Horde
Various
AI Horde
SymbolicAI
Various
A neurosymbolic perspective on LLMs
TorToiSe
Various
A multi-voice TTS system trained with an emphasis on quality
Unsloth
Various
Unsloth is an open-source, no-code web UI for training, running and exporting open models in one unified local interface.
Whisper
Various
Robust speech recognition via large-scale weak supervision. [#opensource](https://github.com/openai/whisper)
NeMo
Various
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech
Hugging face datasets
Community
Large Language Models, Cooperative AI, AI Society, Multi Agent Systems, Deep Learning, Artificial Intelligence, Natural Language Processing, Communicative AI
DataEval/dingo
Various
Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool
itsalissonsilva/ModelSafetyMCP
Various
MCP server for model safety inspection.
optuna/optuna-mcp
Various
The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.
AIDE
Community
AIDE: AI-Driven Exploration in the Space of Code. The machine Learning engineering agent that automates AI R&D.
Aim
Community
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
Awesome Tensor Compilers
Community
A list of awesome compiler projects and papers for tensor computation and deep learning.
BentoML
Community
The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!
ClearML
Community
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
Comet
Community
Examples of Machine Learning code using Comet.ml
conda
Community
A system-level, binary package and environment manager running on all major operating systems and platforms.
distilabel
Community
Distilabel is a framework for synthetic data and AI feedback for engineers who need fast, reliable and scalable pipelines based on verified research papers.
Dragonfly
Community
An open source python library for scalable Bayesian optimisation.
DVC
Community
🦉 Data Versioning and ML Experiments
envd
Community
🏕️ Reproducible development environment for humans and agents
Feast
Community
The Open Source Feature Store for AI/ML
FeatherCNN
Community
FeatherCNN is a high performance inference engine for convolutional neural networks.
Featureform
Community
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
Flower
Community
Flower: A Friendly Federated AI Framework
Flyte
Community
Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.
Forward
Community
A library for high performance deep learning inference on NVIDIA GPUs.
Guild AI
Community
Experiment tracking, ML developer tools
Harmonia
Community
Federated Learning Made Easy
Hopsworks
Community
Hopsworks - Data-Intensive AI platform with a Feature Store
HpBandSter
Community
a distributed Hyperband implementation on Steroids
Hyperband
Community
Tuning hyperparams fast with Hyperband
Hyperopt
Community
Distributed Asynchronous Hyperparameter Optimization in Python
hyperunity
Community
A toolset for black-box hyperparameter optimisation.
Jupyter Notebooks
Community
Jupyter Interactive Notebook
Kubeflow Pipelines
Community
Machine Learning Pipelines for Kubeflow
Kubeflow
Community
Machine Learning Toolkit for Kubernetes
Kueue
Community
Kubernetes-native Job Queueing
LabNotebook
Community
LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.
Maniford
Community
A model-agnostic visual debugging tool for machine learning
Metaflow
Community
Build, Manage and Deploy AI/ML Systems
MLflow
Community
MLflow - Open Source AI Platform for Agents, LLMs & Models
ModelDB
Community
Open Source ML Model Versioning, Metadata, and Experiment Management
ModelFox
Community
ModelFox makes it easy to train, deploy, and monitor machine learning models.
MOE
Community
A global, black box optimization engine for real world metric optimization.
NASGym
Community
A simple OpenAI Gym environment for Neural Architecture Search (NAS)
netron
Community
Visualizer for neural network, deep learning and machine learning models
ONNX-MLIR
Community
Representation and Reference Lowering of ONNX Models in MLIR Compiler Infrastructure
ormb
Community
Docker for Your ML/DL Models Based on OCI Artifacts
Pachyderm
Community
Data-Centric Pipelines and Data Versioning
PAI
Community
Resource scheduling and cluster management for AI
Polyaxon
Community
Open Source AI Infra & Engineering Control Plane
Prefect
Community
Prefect is a workflow orchestration framework for building resilient data pipelines in Python.
Primehub
Community
open-source MLOps platform
RoBO
Community
RoBO: a Robust Bayesian Optimization framework
Sacred
Community
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
scalene
Community
Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals
scikit-learn
Community
scikit-learn: machine learning in Python
Slurm
Community
Slurm: A Highly Scalable Workload Manager
Spearmint
Community
Spearmint Bayesian optimization codebase
Starwhale
Community
an MLOps/LLMOps platform
tokenizers
Community
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production
TVM
Community
Open Machine Learning Compiler Framework
Vald
Community
Vald. A Highly Scalable Distributed Vector Search Engine
Volcano
Community
A Cloud Native Batch System (Project under CNCF)
Weights & Biases
Community
W&B Weave helps developers evaluate, monitor, and iterate continuously to deliver generative AI applications with confidence.
whylogs
Community
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-pre
Yunikorn
Community
Apache YuniKorn Core
ZenML
Community
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
Zeno
Community
AI Data Management & Evaluation Platform
Zetane Viewer
Community
ML models and internal tensors 3D visualizer
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