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 102 ml development environments frameworks tracked. 2 score above 70 (verified tier). The highest-rated is replicate/cog at 76/100 with 9,268 stars. 2 of the top 10 are actively maintained.

Get all 102 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	76	Verified	9,268	Go
2	dusty-nv/jetson-containers Machine Learning Containers for NVIDIA Jetson and JetPack-L4T	72	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...	59	Established	140	Shell
4	open-ce/open-ce This repository provides the Open-CE environment files and version...	55	Established	96	—
5	lablup/backend.ai-kernels Repository of Backend.AI-enabled container recipes	54	Established	34	Jupyter Notebook
6	quantbelt/jupyter-quant A dockerized Jupyter quant research environment.	52	Established	235	Shell
7	packing-box/docker-packing-box Docker image gathering packers and tools for making datasets of packed...	52	Established	62	Python
8	giswqs/manjaro-linux Shell scripts for setting up Manjaro Linux for Python programming and deep learning	51	Established	101	Shell
9	Kaixhin/dockerfiles Compilation of Dockerfiles with automated builds enabled on the Docker Registry	51	Established	502	Dockerfile
10	b-data/data-science-devcontainers (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) Data Science dev...	50	Established	40	Dockerfile
11	elsa-lab/base-env Basis of ELSA computational platform	50	Established	9	Shell
12	ahundt/robotics_setup Setup Ubuntu 18.04, 16.04 and 14.04 with machine learning and robotics...	50	Established	131	Shell
13	Tverous/pytorch-notebook Docker image with Jupyter, Pytorch and CUDA GPUs supports.	49	Emerging	109	Dockerfile
14	matifali/dockerdl Deep Learning Docker Image	48	Emerging	86	Dockerfile
15	waleedka/modern-deep-learning-docker Modern Deep Learning Docker Image	48	Emerging	156	—
16	tlkh/ai-lab All-in-one AI container for rapid prototyping	47	Emerging	436	JavaScript
17	petronetto/docker-python-deep-learning A container for Deep Learning with Python 3	47	Emerging	118	Jupyter Notebook
18	cnstark/pytorch-docker Pure Pytorch Docker Images.	47	Emerging	480	Shell
19	b-data/jupyterlab-python-docker-stack (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) JupyterLab Python...	47	Emerging	42	Dockerfile
20	fastai/docker-containers Docker images for fastai	47	Emerging	183	Shell
21	ufoym/deepo Setup and customize deep learning environment in seconds.	47	Emerging	6,280	Python
22	b-data/jupyterlab-julia-docker-stack (GPU accelerated) Multi-arch (linux/amd64, linux/arm64/v8) JupyterLab Julia...	46	Emerging	9	Dockerfile
23	emergingstack/es-dev-stack An on-premises, bare-metal solution for deploying GPU-powered applications...	45	Emerging	259	Jupyter Notebook
24	eBay/nvidiagpubeat nvidiagpubeat is an elastic beat that uses NVIDIA System Management...	43	Emerging	55	Go
25	daddydrac/-deprecated-NVIDIA-GPU-Tensor-Core-Accelerator-PyTorch-OpenCV Computer vision container that includes Jupyter notebooks with built-in code...	43	Emerging	157	Jupyter Notebook
26	amineHY/AI-LAB This repository contains a docker image that I use to develop my artificial...	43	Emerging	47	Dockerfile
27	williamFalcon/tensorflow-gpu-install-ubuntu-16.04 Tensorflow GPU install instructions for ubuntu 16.04 - Deep learning	42	Emerging	286	—
28	datmo/docker-files Dockerfiles for setting up environments	40	Emerging	21	Python
29	osai-ai/dokai Collection of Docker images for ML/DL and video processing projects	40	Emerging	112	Makefile
30	ai-dock/python Python docker images for use in GPU cloud and local environments. Includes...	39	Emerging	9	Shell
31	charlesq34/DIY-Deep-Learning-Workstation Build a deep learning workstation from scratch (HW & SW).	38	Emerging	130	—
32	anuprulez/ml-jupyter-notebook GPU-enabled docker container with Jupyterlab for artificial intelligence	37	Emerging	10	Jupyter Notebook
33	ai-dock/pytorch PyTorch docker images for use in GPU cloud and local environments. Includes...	37	Emerging	15	Shell
34	teddylee777/deepko 머신러닝/딥러닝(PyTorch, TensorFlow) 전용 도커입니다. 한글 폰트, 한글 자연어처리 패키지(konlpy), 형태소...	36	Emerging	70	Jupyter Notebook
35	ashishpatel26/Cuda-installation-on-WSL2-Ubuntu-20.04-and-Windows11 Cuda installation on WSL2 Ubuntu 20.04 and Windows11	36	Emerging	120	—
36	Charl-AI/Deep-Learning-Devcontainers Example devcontainer for deep learning projects.	36	Emerging	9	Dockerfile
37	ai-dock/jupyter-pytorch Moved to https://github.com/ai-dock/pytorch	35	Emerging	9	Shell
38	alankrantas/tensorflow-cuda-gpu-devcontainer Tensorflow CUDA DevContainer Configuration for Supporting NVIDIA GPU	35	Emerging	9	Jupyter Notebook
39	dbpprt/ml-in-devcontainers Immutable development environments for PyTorch powered by Visual Studio Code...	35	Emerging	11	Python
40	loeeeee/immich-in-lxc Install Immich in LXC with optional CUDA support	34	Emerging	221	Shell
41	gitjeff05/jupyterlab-minimalist-image A lightweight Docker image for Python, JupterLab, Numpy, Pandas, Matplotlib...	34	Emerging	9	Dockerfile
42	petronetto/pytorch-alpine A very small PyTorch container in Alpine Linux	34	Emerging	69	—
43	DrSnowbird/cuda-pytorch-docker Nvidia CUDA for GPU + PyTorch (latest) in Docker	33	Emerging	7	Jupyter Notebook
44	FahimFBA/CUDA-WSL2-Ubuntu Install CUDA on Windows11 using WSL2	32	Emerging	67	Jupyter Notebook
45	Soju06/pytorch-vscode-server Docker images for machine learning development environments using CUDA and...	32	Emerging	5	Dockerfile
46	tungsten-ai/tungstenkit ML container made simple	30	Emerging	27	Python
47	william89731/node-red-ffmpeg ffmpeg command in docker container	30	Emerging	2	Dockerfile
48	MichaelAkridge-NOAA/njobvu-ai-docker Containerized version of Njobvu-AI	30	Emerging	1	Dockerfile
49	tomblanchard312/UbuntuDataScienceSetupScript Scripts to setup WSL or Ubuntu for Data Science workloads.	30	Emerging	1	Shell
50	viplabufma/Docker-Lab O Docker-Lab automatiza a criação de ambientes Docker otimizados para deep...	29	Experimental	4	Shell
51	johnpaulada/microsoftmlserver-docker An unofficial Microsoft Machine Learning Server Docker image.	29	Experimental	141	—
52	Scarfy-sysu/rtx5060-pytorch-cuda129 Run PyTorch with CUDA 12.9 on RTX 50 series (e.g. RTX 5060)	28	Experimental	33	—
53	careunix/PyTorch-HighSierra-CUDA-Revival Revives the last functional CUDA deep-learning stack on macOS High Sierra....	28	Experimental	27	Python
54	DanielRossi1/AutoDock The perfect environment for your AI Research Project!	27	Experimental	37	Shell
55	suvash/nixos-nvidia-cuda-python-docker-compose A step-by-step guide to setting up Nvidia GPUs with CUDA support running on...	26	Experimental	48	Dockerfile
56	mmattamala/docker_setup Personal docker setup with all the tools and packages I use	26	Experimental	3	Shell
57	mrhhyu/tensorflow_fedora Instruction on installing tensorflow-gpu/cpu on Fedora linux	25	Experimental	7	—
58	dmoliveira/utils-scripts Fast, reproducible setup for AI/ML engineers using zsh, tmux, starship,...	25	Experimental	—	Shell
59	XingyuHu109/NVSmiBar MacOS menu bar app that monitors remote NVIDIA GPU utilization, temperature,...	24	Experimental	3	TypeScript
60	dreoporto/tensorflow-gpu-docker An example project to run TensorFlow with CUDA-enabled GPU acceleration...	24	Experimental	2	Jupyter Notebook
61	mizar/docker-jupyter-dlshogi Docker Desktop for Windows + NVIDIA GeForce RTX シリーズの GPU 搭載 PC 向け...	24	Experimental	1	Dockerfile
62	Subham-Maity/docker_tutorial Master Docker from Scratch! 🐳 A tutorial for beginners to advanced users,...	24	Experimental	12	JavaScript
63	ibrar-syed/complete_deep-learning-nvidia_gpu-setup-linux Full setup for a deep learning environment on Ubuntu Linux with CUDA, cuDNN,...	23	Experimental	2	Shell
64	yygarypeng/ExptHEP-docker The dockerfile is for the Expt HEP group in NTHU.	22	Experimental	—	Python
65	Ne9arr/complete_deep-learning-nvidia_gpu-setup-linux 🐙 Deep Learning GPU setup on Linux for Ubuntu with CUDA 12.1, cuDNN,...	22	Experimental	—	Shell
66	daemonless/immich-ml Native FreeBSD OCI container image for Immich Machine Learning	22	Experimental	—	Jinja
67	milistu/cuda-cudnn-installation How to install CUDA & cuDNN for Machine Learning	22	Experimental	20	Python
68	guyzsarun/ml-docker Dockerfile for AI, Machine Learning, and Deep Learning projects.	22	Experimental	1	Dockerfile
69	mcp-tool-shop-org/venvkit Python virtual environment diagnostic toolkit for Windows ML workflows	21	Experimental	—	TypeScript
70	KindaiCVLAB/machinelearning-images container images for machine learning	21	Experimental	—	Dockerfile
71	SkywardAI/bundoora Customized development container environment for consistent and efficient...	21	Experimental	—	Shell
72	westkevin12/AI-Dev-Starter-Guide A zero-to-one guide and automated one-click installer for building a...	21	Experimental	—	Shell
73	valentingol/deep-learning-installation This tutorial provide a step-by-step pipeline to install an effective Python...	20	Experimental	11	—
74	Yyyzk123/torch-cu128-sm120 VPN-free Prebuilt PyTorch 2.9.0 for CUDA 12.8 + sm_120 (RTX 5080)	20	Experimental	3	Shell
75	trisongz/tpu-vm-docker-containers Docker File Templates to access TPUs within TPU VM in Containers	20	Experimental	6	Dockerfile
76	ai-dock/jupyter-python moved to https://github.com/ai-dock/python	19	Experimental	3	Shell
77	pwesp/synthseg-docker GPU-accelerated environment with TensorFlow 2.2.0 to run the brain MRI...	19	Experimental	2	Dockerfile
78	SkyeAv/NixOSConfiguration A AI/ML Python Dev And Gaming Focused NixOS Configuration For My 2025 Asus...	19	Experimental	1	Nix
79	sachithdickwella/ml-conda-envsetup Contains the Python 3.x environment setup for PyTorch, Tensorflow and...	18	Experimental	2	Shell
80	master-bogdan/local-ai-lab Repository with docker-compose to spin up local AI stack	17	Experimental	—	Shell
81	zabir-nabil/dockerfiles-deep-learning Simple Dockerfiles for fast deep learning experiments	17	Experimental	1	Dockerfile
82	kuralabs/docker-pytorch-dev PyTorch ready container to build PyTorch projects, with support for...	17	Experimental	1	Shell
83	gperdrizet/docker-images Collection of containerized development environments for AI/ML projects	16	Experimental	—	Dockerfile
84	waikato-datamining/paddlex Docker images for PaddlePaddle's PaddleX framework.	15	Experimental	—	Dockerfile
85	pelayo-felgueroso/tensorflow-gpu-setup Step-by-step guide to installing TensorFlow with GPU support on Conda.	15	Experimental	12	—
86	qunzhongwang/dotfiles Portable ML development environment for GPU clouds and HPC clusters — zsh,...	14	Experimental	—	Shell
87	Naxalov/deep-learning-docker Collection of docker image and Dockerfile for deep learning	13	Experimental	—	—
88	rmuraix/template-dl Template repository for deep learning projects	13	Experimental	—	Dockerfile
89	csmailis/Ubuntu-Dock-Launcher-for-NVIDIA-SMI A launcher for the NVIDIA System Management Interface (NVIDIA-SMI) that can...	12	Experimental	6	Shell
90	koesan/Tensorflow_gpu Step-by-step guide for TensorFlow GPU installation (CUDA & cuDNN) on Ubuntu...	12	Experimental	2	—
91	FahimFBA/CUDA-WSL2-Ubuntu-v2 Complete guide to make Windows 11 fully compatible for Machine Learning...	12	Experimental	1	TypeScript
92	asaldelkhosh-learning/docker Learning docker and containers.	11	Experimental	4	Dockerfile
93	Qwest1204/DOCKER_ENV Шаблон репозитория с Docker-образом для ML/DL проектов	11	Experimental	1	—
94	PietroVitiello/Cuda_cuDNN_LinuxInstall How to install Cuda and cuDNN on Ubuntu 20.04	11	Experimental	3	—
95	funmatlab/ubuntu_dl_docker A Docker environment for deep learning based on Ubuntu 22.04 with CUDA...	11	Experimental	1	—
96	anasLearn/TensorFlow-GPU With this docker image, you can use your GPU to run train your...	11	Experimental	—	Dockerfile
97	FabricSoul/pytorch-jupyter-cuda The docker image that can run pytorch and jupyterlab	11	Experimental	—	Dockerfile
98	waikato-datamining/mmyolo Code and docker images for Open MMLab's MMYOLO framework.	11	Experimental	—	Dockerfile
99	c1ph3r-fsocitey/CUDA-CUDNN-install-Ubuntu22.04 Here are the steps to install CUDA v11.36 and cuDNN v8.5 on Ubuntu 22.04	11	Experimental	—	—
100	liux2/DL_env_Setups Deep learning environment setups	11	Experimental	—	Shell
101	SquareFactory/ml-default Default Docker image used to run experiments on csquare.run.	11	Experimental	—	Dockerfile
102	tanakadaichi1989/docker-ml Docker を利用して Jupyter を構築する	10	Experimental	2	Python

Comparisons in this category

cog and ai-lab (76 vs 47) jetson-containers and docker-python-deep-learning (72 vs 47) jetson-containers and dockerdl (72 vs 48) dockerfiles and dockerdl (51 vs 48) data-science-devcontainers and jupyterlab-python-docker-stack (50 vs 47)