ML Development Environments ML Frameworks

Docker, container, and system configuration setups that provide pre-configured development environments for ML/AI work. Includes containerized setups, GPU support configuration, and reproducible workspace environments. Does NOT include individual ML frameworks, training tools, or application-specific deployments.

There are 103 ml development environments frameworks tracked. 2 score above 70 (verified tier). The highest-rated is replicate/cog at 79/100 with 9,268 stars. 2 of the top 10 are actively maintained.

Get all 103 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=ml-development-environments&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	replicate/cog Containers for machine learning	79	Verified	9,268	Go
2	dusty-nv/jetson-containers Machine Learning Containers for NVIDIA Jetson and JetPack-L4T	75	Verified	4,465	Jupyter Notebook
3	rsnk96/Ubuntu-Setup-Scripts Scripts to help you set up your Ubuntu quickly, especially if you're in any...	52	Established	140	Shell
4	open-ce/open-ce This repository provides the Open-CE environment files and version...	51	Established	96	—
5	quantbelt/jupyter-quant A dockerized Jupyter quant research environment.	48	Emerging	235	Shell
6	ufoym/deepo Setup and customize deep learning environment in seconds.	47	Emerging	6,280	Python
7	lablup/backend.ai-kernels Repository of Backend.AI-enabled container recipes	47	Emerging	34	Jupyter Notebook
8	b-data/data-science-devcontainers (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) Data Science dev...	46	Emerging	40	Dockerfile
9	packing-box/docker-packing-box Docker image gathering packers and tools for making datasets of packed...	45	Emerging	62	Python
10	giswqs/manjaro-linux Shell scripts for setting up Manjaro Linux for Python programming and deep learning	44	Emerging	101	Shell
11	Kaixhin/dockerfiles Compilation of Dockerfiles with automated builds enabled on the Docker Registry	44	Emerging	502	Dockerfile
12	matifali/dockerdl Deep Learning Docker Image	44	Emerging	86	Dockerfile
13	b-data/jupyterlab-python-docker-stack (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) JupyterLab Python...	43	Emerging	42	Dockerfile
14	elsa-lab/base-env Basis of ELSA computational platform	43	Emerging	9	Shell
15	ahundt/robotics_setup Setup Ubuntu 18.04, 16.04 and 14.04 with machine learning and robotics...	43	Emerging	131	Shell
16	b-data/jupyterlab-julia-docker-stack (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) JupyterLab Julia...	42	Emerging	9	Dockerfile
17	Tverous/pytorch-notebook Docker image with Jupyter, Pytorch and CUDA GPUs supports.	42	Emerging	109	Dockerfile
18	waleedka/modern-deep-learning-docker Modern Deep Learning Docker Image	41	Emerging	156	—
19	cnstark/pytorch-docker Pure Pytorch Docker Images.	40	Emerging	480	Shell
20	fastai/docker-containers Docker images for fastai	40	Emerging	183	Shell
21	tlkh/ai-lab All-in-one AI container for rapid prototyping	40	Emerging	436	JavaScript
22	petronetto/docker-python-deep-learning A container for Deep Learning with Python 3	40	Emerging	118	Jupyter Notebook
23	emergingstack/es-dev-stack An on-premises, bare-metal solution for deploying GPU-powered applications...	38	Emerging	259	Jupyter Notebook
24	eBay/nvidiagpubeat nvidiagpubeat is an elastic beat that uses NVIDIA System Management...	36	Emerging	55	Go
25	daddydrac/-deprecated-NVIDIA-GPU-Tensor-Core-Accelerator-PyTorch-OpenCV Computer vision container that includes Jupyter notebooks with built-in code...	36	Emerging	157	Jupyter Notebook
26	amineHY/AI-LAB This repository contains a docker image that I use to develop my artificial...	36	Emerging	47	Dockerfile
27	williamFalcon/tensorflow-gpu-install-ubuntu-16.04 Tensorflow GPU install instructions for ubuntu 16.04 - Deep learning	35	Emerging	286	—
28	benz0li/mojo-dev-container Multi-arch (linux/amd64, linux/arm64/v8) Mojo dev container	33	Emerging	2	Shell
29	datmo/docker-files Dockerfiles for setting up environments	33	Emerging	21	Python
30	osai-ai/dokai Collection of Docker images for ML/DL and video processing projects	33	Emerging	112	Makefile
31	ai-dock/python Python docker images for use in GPU cloud and local environments. Includes...	32	Emerging	9	Shell
32	charlesq34/DIY-Deep-Learning-Workstation Build a deep learning workstation from scratch (HW & SW).	31	Emerging	130	—
33	anuprulez/ml-jupyter-notebook GPU-enabled docker container with Jupyterlab for artificial intelligence	30	Emerging	10	Jupyter Notebook
34	ai-dock/pytorch PyTorch docker images for use in GPU cloud and local environments. Includes...	30	Emerging	15	Shell
35	ashishpatel26/Cuda-installation-on-WSL2-Ubuntu-20.04-and-Windows11 Cuda installation on WSL2 Ubuntu 20.04 and Windows11	29	Experimental	120	—
36	Charl-AI/Deep-Learning-Devcontainers Example devcontainer for deep learning projects.	29	Experimental	9	Dockerfile
37	teddylee777/deepko 머신러닝/딥러닝(PyTorch, TensorFlow) 전용 도커입니다. 한글 폰트, 한글 자연어처리 패키지(konlpy), 형태소...	29	Experimental	70	Jupyter Notebook
38	dbpprt/ml-in-devcontainers Immutable development environments for PyTorch powered by Visual Studio Code...	28	Experimental	11	Python
39	alankrantas/tensorflow-cuda-gpu-devcontainer Tensorflow CUDA DevContainer Configuration for Supporting NVIDIA GPU	28	Experimental	9	Jupyter Notebook
40	ai-dock/jupyter-pytorch Moved to https://github.com/ai-dock/pytorch	28	Experimental	9	Shell
41	loeeeee/immich-in-lxc Install Immich in LXC with optional CUDA support	27	Experimental	221	Shell
42	gitjeff05/jupyterlab-minimalist-image A lightweight Docker image for Python, JupterLab, Numpy, Pandas, Matplotlib...	27	Experimental	9	Dockerfile
43	petronetto/pytorch-alpine A very small PyTorch container in Alpine Linux	27	Experimental	69	—
44	DrSnowbird/cuda-pytorch-docker Nvidia CUDA for GPU + PyTorch (latest) in Docker	26	Experimental	7	Jupyter Notebook
45	Soju06/pytorch-vscode-server Docker images for machine learning development environments using CUDA and...	25	Experimental	5	Dockerfile
46	viplabufma/Docker-Lab O Docker-Lab automatiza a criação de ambientes Docker otimizados para deep...	25	Experimental	4	Shell
47	dmoliveira/utils-scripts Fast, reproducible setup for AI/ML engineers using zsh, tmux, starship,...	25	Experimental	—	Shell
48	FahimFBA/CUDA-WSL2-Ubuntu Install CUDA on Windows11 using WSL2	25	Experimental	67	Jupyter Notebook
49	careunix/PyTorch-HighSierra-CUDA-Revival Revives the last functional CUDA deep-learning stack on macOS High Sierra....	24	Experimental	27	Python
50	tomblanchard312/UbuntuDataScienceSetupScript Scripts to setup WSL or Ubuntu for Data Science workloads.	23	Experimental	1	Shell
51	danghoangnhan/code-server-astraluv Minimal GPU-enabled Kubeflow notebook with Astral UV, VS Code Server, and...	23	Experimental	1	Shell
52	william89731/node-red-ffmpeg ffmpeg command in docker container	23	Experimental	2	Dockerfile
53	MichaelAkridge-NOAA/njobvu-ai-docker Containerized version of Njobvu-AI	23	Experimental	1	Dockerfile
54	tungsten-ai/tungstenkit ML container made simple	23	Experimental	27	Python
55	Scarfy-sysu/rtx5060-pytorch-cuda129 Run PyTorch with CUDA 12.9 on RTX 50 series (e.g. RTX 5060)	22	Experimental	33	—
56	KindaiCVLAB/machinelearning-images container images for machine learning	22	Experimental	—	Dockerfile
57	Diakonrobel/Z-SHIFT 🐚 Enhance your terminal with Z-SHIFT, a Zsh and Bash setup featuring fast...	22	Experimental	—	Shell
58	johnpaulada/microsoftmlserver-docker An unofficial Microsoft Machine Learning Server Docker image.	22	Experimental	141	—
59	b-data/julia-docker-stack (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) Julia docker...	22	Experimental	—	Dockerfile
60	mizar/docker-jupyter-dlshogi Docker Desktop for Windows + NVIDIA GeForce RTX シリーズの GPU 搭載 PC 向け...	22	Experimental	1	Dockerfile
61	paranoia55/env-setup 🚀 Set up a complete, production-ready JavaScript/TypeScript development...	22	Experimental	—	Shell
62	Ne9arr/complete_deep-learning-nvidia_gpu-setup-linux 🐙 Deep Learning GPU setup on Linux for Ubuntu with CUDA 12.1, cuDNN,...	22	Experimental	—	Shell
63	daemonless/immich-ml Native FreeBSD OCI container image for Immich Machine Learning	22	Experimental	—	Jinja
64	yygarypeng/ExptHEP-docker The dockerfile is for the Expt HEP group in NTHU.	22	Experimental	—	Python
65	kennito2035/rtx5060-wsl2-workspace-advanced Dockerized full-stack ML workspace optimized for RTX 5060. Train, deploy,...	22	Experimental	—	Dockerfile
66	ChharithOeun/wsl-disk-doctor Fix WSL2 disk full errors: auto-expand VHDX + minimal Python/ML bootstrap...	22	Experimental	—	PowerShell
67	westkevin12/AI-Dev-Starter-Guide A zero-to-one guide and automated one-click installer for building a...	22	Experimental	—	Shell
68	XingyuHu109/NVSmiBar MacOS menu bar app that monitors remote NVIDIA GPU utilization, temperature,...	22	Experimental	3	TypeScript
69	alan-turing-institute/AI-workflows A collections of portable, real-world AI workflows for testing and benchmarking	21	Experimental	8	Shell
70	DanielRossi1/AutoDock The perfect environment for your AI Research Project!	20	Experimental	37	Shell
71	SkywardAI/bundoora Customized development container environment for consistent and efficient...	19	Experimental	—	Shell
72	suvash/nixos-nvidia-cuda-python-docker-compose A step-by-step guide to setting up Nvidia GPUs with CUDA support running on...	19	Experimental	48	Dockerfile
73	mmattamala/docker_setup Personal docker setup with all the tools and packages I use	19	Experimental	3	Shell
74	mcp-tool-shop-org/venvkit Python virtual environment diagnostic toolkit for Windows ML workflows	19	Experimental	—	TypeScript
75	mrhhyu/tensorflow_fedora Instruction on installing tensorflow-gpu/cpu on Fedora linux	18	Experimental	7	—
76	ibrar-syed/complete_deep-learning-nvidia_gpu-setup-linux Full setup for a deep learning environment on Ubuntu Linux with CUDA, cuDNN,...	17	Experimental	2	Shell
77	dreoporto/tensorflow-gpu-docker An example project to run TensorFlow with CUDA-enabled GPU acceleration...	17	Experimental	2	Jupyter Notebook
78	Subham-Maity/docker_tutorial Master Docker from Scratch! 🐳 A tutorial for beginners to advanced users,...	17	Experimental	12	JavaScript
79	gperdrizet/docker-images Collection of containerized development environments for AI/ML projects	16	Experimental	—	Dockerfile
80	guyzsarun/ml-docker Dockerfile for AI, Machine Learning, and Deep Learning projects.	15	Experimental	1	Dockerfile
81	master-bogdan/local-ai-lab Repository with docker-compose to spin up local AI stack	15	Experimental	—	Shell
82	mimmo96/RUI web platform for IoT - AI - Industry 4.0 which is based on 4 docker containers	15	Experimental	2	JavaScript
83	dupipcom/nestor DreamPip's Intelligence Hub	15	Experimental	—	Dockerfile
84	waikato-datamining/paddlex Docker images for PaddlePaddle's PaddleX framework.	15	Experimental	—	Dockerfile
85	SkyeAv/NixOSConfiguration A AI/ML Python Dev And Gaming Focused NixOS Configuration For My 2025 Asus...	15	Experimental	1	Nix
86	NicolasBoucard/AI-Docker-Compose-Generator 🚀 Generate Dockerfiles and docker-compose.yaml files swiftly for any GitHub...	15	Experimental	1	Shell
87	mfranzon/docker-in-public Tips, tricks and templates to start with Docker or improve your Docker skills 🐋	15	Experimental	2	Dockerfile
88	milistu/cuda-cudnn-installation How to install CUDA & cuDNN for Machine Learning	15	Experimental	20	Python
89	adidasyadebiras228/docker-nvidia-gpu-ml 🚀 Deploy GPU-accelerated containers on Ubuntu using Docker and NVIDIA...	14	Experimental	—	Shell
90	rmuraix/template-dl Template repository for deep learning projects	14	Experimental	—	Dockerfile
91	Yyyzk123/torch-cu128-sm120 VPN-free Prebuilt PyTorch 2.9.0 for CUDA 12.8 + sm_120 (RTX 5080)	14	Experimental	3	Shell
92	qunzhongwang/dotfiles Portable ML development environment for GPU clouds and HPC clusters — zsh,...	14	Experimental	—	Shell
93	fico-xpress/insight-docker Docker images for FICO Xpress Insight. The images support a local...	14	Experimental	4	Dockerfile
94	trisongz/tpu-vm-docker-containers Docker File Templates to access TPUs within TPU VM in Containers	13	Experimental	6	Dockerfile
95	pwesp/synthseg-docker GPU-accelerated environment with TensorFlow 2.2.0 to run the brain MRI...	13	Experimental	2	Dockerfile
96	valentingol/deep-learning-installation This tutorial provide a step-by-step pipeline to install an effective Python...	13	Experimental	11	—
97	marcellodesales/replicated-cog-server-docker Custom Dockerized Replicated Cog Server, used for running Machine Learning...	12	Experimental	4	Dockerfile
98	ai-dock/jupyter-python moved to https://github.com/ai-dock/python	12	Experimental	3	Shell
99	sachithdickwella/ml-conda-envsetup Contains the Python 3.x environment setup for PyTorch, Tensorflow and...	11	Experimental	2	Shell
100	asarapuro/visual-docker-compose 🐳 Simplify your container orchestration with this visual Docker Compose...	11	Experimental	—	—
101	Naxalov/deep-learning-docker Collection of docker image and Dockerfile for deep learning	11	Experimental	—	—
102	zabir-nabil/dockerfiles-deep-learning Simple Dockerfiles for fast deep learning experiments	10	Experimental	1	Dockerfile
103	kuralabs/docker-pytorch-dev PyTorch ready container to build PyTorch projects, with support for...	10	Experimental	1	Shell

Comparisons in this category

cog and ai-lab (79 vs 40) jetson-containers and dockerdl (75 vs 44) jupyterlab-python-docker-stack and jupyterlab-julia-docker-stack (43 vs 42)