Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "reproducibility" keyword

gradio-frp 3.41.0
Python library for easily interacting with trained machine learning models
2 versions - Latest release: 4 months ago - 24 downloads last month - 29,581 stars on GitHub - 1 maintainer
gr-freddy 3.0.28.dev0
Python library for easily interacting with trained machine learning models
5 versions - Latest release: almost 2 years ago - 36 downloads last month - 29,581 stars on GitHub - 1 maintainer
Top 0.4% on pypi.org
gradio 4.31.4
Python library for easily interacting with trained machine learning models
559 versions - Latest release: 9 days ago - 370 dependent packages - 11,837 dependent repositories - 7.12 million downloads last month - 29,581 stars on GitHub - 4 maintainers
fbgradio 3.6.1
Python library for easily interacting with trained machine learning models
2 versions - Latest release: over 1 year ago - 18 downloads last month - 29,000 stars on GitHub - 1 maintainer
gradio-stable-fork 3.32.6
Python library for easily interacting with trained machine learning models
2 versions - Latest release: 7 months ago - 61 downloads last month - 24,894 stars on GitHub - 1 maintainer
gradio-version-freeze 3.32.2
Python library for easily interacting with trained machine learning models
8 versions - Latest release: almost 1 year ago - 1 dependent repositories - 42 downloads last month - 24,894 stars on GitHub - 1 maintainer
gradio-test-pypi 0.51.0
Python library for easily interacting with trained machine learning models
5 versions - Latest release: 10 months ago - 44 downloads last month - 24,856 stars on GitHub - 1 maintainer
graudio 3.35.2 removed
Python library for easily interacting with trained machine learning models
1 version - Latest release: 11 months ago - 121 downloads last month - 19,460 stars on GitHub - 1 maintainer
Top 0.6% on pypi.org
dvc 3.50.2
Git for data scientists - manage your code and data together
523 versions - Latest release: 13 days ago - 67 dependent packages - 1,379 dependent repositories - 487 thousand downloads last month - 13,212 stars on GitHub - 3 maintainers
wandb-core 0.17.0b11
W&B Core Library
14 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 517 downloads last month - 8,194 stars on GitHub - 2 maintainers
wandb-ng 0.0.44
A CLI and library for interacting with the Weights and Biases API.
36 versions - Latest release: over 3 years ago - 1 dependent repositories - 315 downloads last month - 8,194 stars on GitHub - 2 maintainers
wandb-testing 0.6.1.post1
A CLI and library for interacting with the Weights and Biases API.
8 versions - Latest release: about 6 years ago - 1 dependent repositories - 98 downloads last month - 8,194 stars on GitHub - 2 maintainers
Top 0.7% on pypi.org
wandb 0.17.0
A CLI and library for interacting with the Weights & Biases API.
266 versions - Latest release: 19 days ago - 620 dependent packages - 9,299 dependent repositories - 13.3 million downloads last month - 8,194 stars on GitHub - 7 maintainers
Top 9.6% on pypi.org
raga-cli 0.1.78 πŸ’°
Git for data scientists - manage your code and data together
77 versions - Latest release: 9 months ago - 447 downloads last month - 4,764 stars on GitHub - 1 maintainer
rctl 0.0.13 removed πŸ’°
Git for data scientists - manage your code and data together
12 versions - Latest release: over 1 year ago - 86 downloads last month - 4,596 stars on GitHub - 1 maintainer
sorcerun 0.4.1
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
27 versions - Latest release: 13 days ago - 376 downloads last month - 4,162 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
sacred 0.8.5
Facilitates automated and reproducible experimental research
29 versions - Latest release: 7 months ago - 19 dependent packages - 599 dependent repositories - 30.2 thousand downloads last month - 4,162 stars on GitHub - 1 maintainer
kk-sacred 0.8.5
Facilitates automated and reproducible experimental research
2 versions - Latest release: 7 months ago - 1 dependent repositories - 39 downloads last month - 4,122 stars on GitHub - 1 maintainer
nlhappy 2024.5.7
θ‡ͺ焢语言倄理(NLP)
25 versions - Latest release: 20 days ago - 1 dependent repositories - 187 downloads last month - 3,643 stars on GitHub - 1 maintainer
catalyst-pdm 22.4.1 πŸ’°
Catalyst fork compatible with PDM
1 version - Latest release: about 1 year ago - 26 downloads last month - 3,235 stars on GitHub - 1 maintainer
Top 1.5% on pypi.org
catalyst 22.2.1 πŸ’°
Catalyst. Accelerated deep learning R&D with PyTorch.
104 versions - Latest release: about 2 years ago - 13 dependent packages - 179 dependent repositories - 12.1 thousand downloads last month - 3,235 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
snakemake 8.11.6
Workflow management system to create reproducible and scalable data analyses
336 versions - Latest release: 10 days ago - 81 dependent packages - 547 dependent repositories - 62 thousand downloads last month - 2,128 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
garage 2021.3.0
A toolkit for reproducible reinforcement learning research
21 versions - Latest release: about 3 years ago - 9 dependent repositories - 697 downloads last month - 1,807 stars on GitHub - 3 maintainers
gym-sawyer 0.2.0
OpenAI gym-based environments for the Sawyer Robot
3 versions - Latest release: almost 4 years ago - 1 dependent repositories - 19 downloads last month - 1,807 stars on GitHub - 3 maintainers
Top 6.1% on pypi.org
pythae 0.1.2
Unifying Generative Autoencoders in Python
12 versions - Latest release: 9 months ago - 4 dependent repositories - 819 downloads last month - 1,691 stars on GitHub - 1 maintainer
Top 2.2% on pypi.org
torch-fidelity 0.3.0
High-fidelity performance metrics for generative models in PyTorch
3 versions - Latest release: almost 3 years ago - 9 dependent packages - 773 dependent repositories - 291 thousand downloads last month - 870 stars on GitHub - 1 maintainer
mach-nix 2.4.1
Tool to create highly reproducible python environments
1 version - Latest release: over 3 years ago - 1 dependent repositories - 25 downloads last month - 833 stars on GitHub - 1 maintainer
Top 3.9% on pypi.org
mlem 0.4.14
Version and deploy your models following GitOps principles
40 versions - Latest release: 11 months ago - 1 dependent package - 23 dependent repositories - 2.98 thousand downloads last month - 714 stars on GitHub - 5 maintainers
Top 3.5% on pypi.org
rliable 1.0.8
rliable: Reliable evaluation on reinforcement learning and machine learning benchmarks.
9 versions - Latest release: almost 2 years ago - 6 dependent packages - 15 dependent repositories - 6.63 thousand downloads last month - 700 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
moabb 1.0.0
Mother of All BCI Benchmarks
10 versions - Latest release: 7 months ago - 2 dependent packages - 24 dependent repositories - 5.18 thousand downloads last month - 629 stars on GitHub - 2 maintainers
Top 8.0% on pypi.org
torch-mimicry 0.1.16
Mimicry: Towards the Reproducibility of GAN Research
17 versions - Latest release: almost 4 years ago - 1 dependent package - 2 dependent repositories - 17 downloads last month - 596 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
quantus 0.5.3
A metrics toolkit to evaluate neural network explanations.
27 versions - Latest release: 6 months ago - 1 dependent package - 1 dependent repositories - 1.08 thousand downloads last month - 505 stars on GitHub - 1 maintainer
recipy 0.3.0
A frictionless provenance framework for Python
8 versions - Latest release: over 7 years ago - 3 dependent repositories - 67 downloads last month - 437 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
tensorflow-determinism 0.4.0
Providing reproducibility in deep learning frameworks
4 versions - Latest release: about 1 year ago - 2 dependent packages - 15 dependent repositories - 1.39 thousand downloads last month - 419 stars on GitHub - 1 maintainer
framework-determinism 0.1.0
Providing reproducibility in deep learning frameworks
2 versions - Latest release: about 1 year ago - 1 dependent repositories - 14 downloads last month - 419 stars on GitHub - 1 maintainer
Top 9.4% on pypi.org
framework-reproducibility 0.6.0
Providing reproducibility in deep learning frameworks
3 versions - Latest release: 10 months ago - 1 dependent repositories - 1.68 thousand downloads last month - 419 stars on GitHub - 1 maintainer
datmo 0.0.40
Open source model tracking tool for developers
40 versions - Latest release: over 5 years ago - 1 dependent repositories - 87 downloads last month - 346 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
popper 2020.9.1
Popper CLI tool to generate reproducible papers.
19 versions - Latest release: over 3 years ago - 11 dependent repositories - 498 downloads last month - 299 stars on GitHub - 1 maintainer
Top 7.3% on pypi.org
reprozip 1.0.16
Linux tool enabling reproducible experiments (packer)
35 versions - Latest release: over 5 years ago - 7 dependent repositories - 659 downloads last month - 295 stars on GitHub - 2 maintainers
reprozip-jupyter 1.0.14
Jupyter Notebook tracing/reproduction using ReproZip
8 versions - Latest release: almost 6 years ago - 1 dependent repositories - 104 downloads last month - 295 stars on GitHub - 2 maintainers
Top 6.5% on pypi.org
reprounzip 1.2.1
Linux tool enabling reproducible experiments (unpacker)
32 versions - Latest release: over 1 year ago - 5 dependent packages - 10 dependent repositories - 380 downloads last month - 295 stars on GitHub - 2 maintainers
Top 8.7% on pypi.org
reprounzip-docker 1.0.16
Allows the ReproZip unpacker to create Docker containers
25 versions - Latest release: over 5 years ago - 1 dependent package - 7 dependent repositories - 221 downloads last month - 295 stars on GitHub - 2 maintainers
reprounzip-vistrails 1.0.16
Integrates the ReproZip unpacker with the VisTrails workflow management system
12 versions - Latest release: over 5 years ago - 1 dependent package - 4 dependent repositories - 145 downloads last month - 295 stars on GitHub - 2 maintainers
Top 9.7% on pypi.org
reprounzip-vagrant 1.0.13
Allows the ReproZip unpacker to create virtual machines
25 versions - Latest release: about 6 years ago - 1 dependent package - 4 dependent repositories - 247 downloads last month - 295 stars on GitHub - 2 maintainers
reprounzip-qt 1.2.1
Graphical user interface for reprounzip, using Qt
12 versions - Latest release: over 1 year ago - 1 dependent repositories - 153 downloads last month - 295 stars on GitHub - 2 maintainers
plynx 1.11.1
ML platform
57 versions - Latest release: 12 months ago - 1 dependent repositories - 454 downloads last month - 289 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
hydra-zen 0.13.0
Configurable, reproducible, and scalable workflows in Python, via Hydra
64 versions - Latest release: 26 days ago - 8 dependent packages - 17 dependent repositories - 16.1 thousand downloads last month - 241 stars on GitHub - 2 maintainers
test-sw-12241 0.0.1
Python library for streamlined tracking and management of AI training processes.
1 version - Latest release: 5 months ago - 17 downloads last month - 182 stars on GitHub - 1 maintainer
swanlab 0.3.2
Python library for streamlined tracking and management of AI training processes.
18 versions - Latest release: 9 days ago - 540 downloads last month - 182 stars on GitHub - 1 maintainer
birdset 0.1.1
BirdSet: A multi-task benchmark and data pipeline for deep learning based avian bioacoustics
2 versions - Latest release: about 2 months ago - 60 downloads last month - 159 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
dvclive 3.46.0
Experiments logger for ML projects.
110 versions - Latest release: about 1 month ago - 9 dependent packages - 238 dependent repositories - 1.01 million downloads last month - 153 stars on GitHub - 3 maintainers
steppy 0.1.16
A lightweight, open-source, Python library for fast and reproducible experimentation
16 versions - Latest release: over 5 years ago - 17 dependent repositories - 77 downloads last month - 134 stars on GitHub - 1 maintainer
Top 5.0% on pypi.org
signac 2.2.0
Manage large and heterogeneous data spaces on the file system.
34 versions - Latest release: 3 months ago - 3 dependent packages - 27 dependent repositories - 8.84 thousand downloads last month - 129 stars on GitHub - 7 maintainers
rubicon-ml 0.7.2
"an ML library for model development and governance"
52 versions - Latest release: 25 days ago - 1 dependent repositories - 357 downloads last month - 121 stars on GitHub - 3 maintainers
spock-config 3.1.0
Spock is a framework designed to help manage complex parameter configurations for Python applicat...
37 versions - Latest release: 7 months ago - 1 dependent package - 1 dependent repositories - 638 downloads last month - 114 stars on GitHub - 1 maintainer
forml 0.93
A development framework and MLOps platform for the lifecycle management of data science projects.
14 versions - Latest release: 12 months ago - 1 dependent package - 1 dependent repositories - 55 downloads last month - 105 stars on GitHub - 2 maintainers
Top 9.3% on pypi.org
singularity-hpc 0.1.28 πŸ’°
Local registry intended for HPC using containers and system modules.
66 versions - Latest release: 2 months ago - 3 dependent repositories - 567 downloads last month - 101 stars on GitHub - 1 maintainer
vistrails 2.2.4
Data analysis and visualization tool
7 versions - Latest release: about 8 years ago - 3 dependent repositories - 102 downloads last month - 100 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
multipy 0.16
Multiple hypothesis testing in Python
7 versions - Latest release: about 5 years ago - 1 dependent package - 3 dependent repositories - 124 downloads last month - 99 stars on GitHub - 1 maintainer
miseval 1.2.2
A Metric Library for Medical Image Segmentation Evaluation
7 versions - Latest release: almost 2 years ago - 1 dependent repositories - 101 downloads last month - 96 stars on GitHub - 1 maintainer
Top 4.4% on pypi.org
simbench 1.5.3
Electrical Power System Benchmark Models.
8 versions - Latest release: about 1 month ago - 6 dependent packages - 9 dependent repositories - 1.65 thousand downloads last month - 90 stars on GitHub - 1 maintainer
aqme 1.5.2
Automated Quantum Mechanical Environments
17 versions - Latest release: 7 months ago - 1 dependent package - 1 dependent repositories - 250 downloads last month - 88 stars on GitHub - 1 maintainer
rebench 1.2.0
Execute and document benchmarks reproducibly.
19 versions - Latest release: 10 months ago - 1 dependent repositories - 110 downloads last month - 78 stars on GitHub - 1 maintainer
hydra-moai-searchpath-plugin 1.0.1
moai Hydra SearchPath plugin
1 version - Latest release: about 2 years ago - 1 dependent repositories - 15 downloads last month - 50 stars on GitHub - 1 maintainer
alchemy-catalyst 20.1.11 πŸ’°
Alchemy. Experiments logging & visualization.
12 versions - Latest release: over 4 years ago - 2 dependent repositories - 186 downloads last month - 50 stars on GitHub - 2 maintainers
Top 9.8% on pypi.org
alchemy 20.5 πŸ’°
Alchemy. Experiments logging & visualization.
2 versions - Latest release: about 4 years ago - 12 dependent repositories - 1.55 thousand downloads last month - 50 stars on GitHub - 1 maintainer
moai-hydra-searchpath-plugin 1.0.0
moai Hydra SearchPath plugin
1 version - Latest release: about 2 years ago - 1 dependent repositories - 7 downloads last month - 50 stars on GitHub - 3 maintainers
tensorhub 1.0.0a4
Deep Learning for Everybody.
2 versions - Latest release: almost 5 years ago - 1 dependent repositories - 57 downloads last month - 48 stars on GitHub - 1 maintainer
moai-mdk 0.1.5a34
moai: Accelerated, Flexible, Modular, Reproducible, Insightful AI
40 versions - Latest release: over 1 year ago - 1 dependent repositories - 895 downloads last month - 48 stars on GitHub - 3 maintainers
Top 4.0% on pypi.org
scooby 0.10.0
A Great Dane turned Python environment detective
36 versions - Latest release: 22 days ago - 25 dependent packages - 335 dependent repositories - 253 thousand downloads last month - 47 stars on GitHub - 2 maintainers
Top 6.0% on pypi.org
zntrack 0.7.3 πŸ’°
Create, Run and Benchmark DVC Pipelines in Python
35 versions - Latest release: 12 days ago - 4 dependent packages - 4 dependent repositories - 483 downloads last month - 42 stars on GitHub - 1 maintainer
Top 8.4% on pypi.org
repro 0.1.6
An open-source library for reproducing results from research papers
10 versions - Latest release: almost 2 years ago - 1 dependent package - 3 dependent repositories - 2.94 thousand downloads last month - 40 stars on GitHub - 1 maintainer
Top 6.0% on pypi.org
singularity 3.0.0
command line tools for visualization and analysis of singularity containers.
121 versions - Latest release: almost 5 years ago - 2 dependent packages - 29 dependent repositories - 1.65 thousand downloads last month - 39 stars on GitHub - 1 maintainer
satex 1.2.1
Helper script for managing SAT Heritage docker images
10 versions - Latest release: almost 4 years ago - 1 dependent repositories - 40 downloads last month - 38 stars on GitHub - 1 maintainer
optilog 0.6.0
SAT Heritage: a community-driven effort for archiving, building and running more than thousand SA...
14 versions - Latest release: 7 months ago - 2 dependent packages - 1 dependent repositories - 407 downloads last month - 37 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
npf 1.0.57
NPF
53 versions - Latest release: about 2 months ago - 2 dependent repositories - 377 downloads last month - 37 stars on GitHub - 1 maintainer
reverse-argparse 1.0.8
Generate the effective command line invocation for a script.
7 versions - Latest release: 13 days ago - 187 downloads last month - 36 stars on GitHub - 1 maintainer
mldev 0.5.0.dev1
mldev is a tool for running reproducible experiments
3 versions - Latest release: 4 months ago - 1 dependent repositories - 35 downloads last month - 35 stars on GitLab.com - 1 maintainer
fastgradio 0.1
Python library for easily creating Gradio demos from Fastai learners.
1 version - Latest release: over 2 years ago - 1 dependent repositories - 5 downloads last month - 35 stars on GitHub - 1 maintainer
pyxet 0.1.9
pyxet is a Python library that provides a lightweight interface for the XetHub platform.
27 versions - Latest release: 3 months ago - 2 dependent packages - 1 dependent repositories - 1.6 thousand downloads last month - 34 stars on GitHub - 1 maintainer
davos 0.2.3
Install and manage Python packages at runtime using the "smuggle" statement.
6 versions - Latest release: 8 months ago - 1 dependent repositories - 63 downloads last month - 32 stars on GitHub - 1 maintainer
gptables 1.1.0
Simplifying good practice in statistical tables.
12 versions - Latest release: almost 2 years ago - 1 dependent repositories - 368 downloads last month - 31 stars on GitHub - 2 maintainers
Top 5.4% on pypi.org
pystow 0.5.4 πŸ’°
Easily pick a place to store data for your python package.
53 versions - Latest release: about 2 months ago - 40 dependent packages - 100 dependent repositories - 32.6 thousand downloads last month - 31 stars on GitHub - 1 maintainer
automan 0.5
A simple Python-based automation framework.
4 versions - Latest release: over 2 years ago - 4 dependent repositories - 66 downloads last month - 29 stars on GitHub - 1 maintainer
Top 8.3% on pypi.org
dlhub-sdk 2.1.0
Python interface and utilities for DLHub
45 versions - Latest release: 12 months ago - 2 dependent packages - 3 dependent repositories - 678 downloads last month - 27 stars on GitHub - 5 maintainers
Top 9.7% on pypi.org
umls-downloader 0.1.3 πŸ’°
Automate downloading UMLS data.
7 versions - Latest release: about 2 months ago - 2 dependent packages - 3 dependent repositories - 4.3 thousand downloads last month - 26 stars on GitHub - 1 maintainer
steppy-toolkit 0.1.14
Set of tools to make your work with steppy faster and more effective.
14 versions - Latest release: over 5 years ago - 13 dependent repositories - 100 downloads last month - 22 stars on GitHub - 1 maintainer
smartpipeline 0.7.3
A framework for fast developing scalable data pipelines following a simple design pattern
11 versions - Latest release: 5 months ago - 1 dependent repositories - 68 downloads last month - 21 stars on GitHub - 1 maintainer
robert 1.0.5
Refiner and Optimizer of a Bunch of Existing Regression Tools
7 versions - Latest release: 6 months ago - 1 dependent repositories - 44 downloads last month - 21 stars on GitHub - 1 maintainer
dbcut 0.6.0
Extract a lightweight subset of your relational production database for development and testing p...
13 versions - Latest release: about 3 years ago - 1 dependent repositories - 109 downloads last month - 20 stars on GitHub - 3 maintainers
autoreviewer 0.0.5 πŸ’°
Automate scientific software review
5 versions - Latest release: about 2 months ago - 64 downloads last month - 19 stars on GitHub - 1 maintainer
kts 0.4.0
A framework for fast and interactive conducting machine learning experiments on tabular data
146 versions - Latest release: about 4 years ago - 1 dependent repositories - 806 downloads last month - 17 stars on GitHub - 1 maintainer
sierra-research 1.3.6
Automation framework for the scientific method in AI research
10 versions - Latest release: about 2 months ago - 1 dependent repositories - 105 downloads last month - 17 stars on GitHub - 1 maintainer
reproducible 0.4.1
Reproducible library
11 versions - Latest release: almost 4 years ago - 1 dependent repositories - 80 downloads last month - 16 stars on GitHub - 1 maintainer
machinestate 0.5.0
Gather machine state and dump it as JSON document
8 versions - Latest release: about 3 years ago - 1 dependent repositories - 24 downloads last month - 16 stars on GitHub - 2 maintainers
hicreppy 0.1.0
Reimplementation of the hicrep with added support for sparse matrix and multiple chromosomes.
6 versions - Latest release: about 2 years ago - 1 dependent repositories - 94 downloads last month - 15 stars on GitHub - 1 maintainer
snapper-ml 0.1.0
A framework for reproducible machine learning
1 version - Latest release: over 3 years ago - 1 dependent repositories - 12 downloads last month - 15 stars on GitHub - 1 maintainer
pypads 0.5.7
PyPaDS aims to to add tracking functionality to machine learning libraries.
30 versions - Latest release: over 3 years ago - 2 dependent repositories - 209 downloads last month - 14 stars on GitHub - 1 maintainer
ipsuite 0.1.2
A suite of tools for machine learned interatomic potentials.
6 versions - Latest release: about 1 month ago - 53 downloads last month - 14 stars on GitHub - 1 maintainer
sapsan 0.6.5
Sapsan project
38 versions - Latest release: 9 months ago - 1 dependent repositories - 417 downloads last month - 13 stars on GitHub - 1 maintainer
Related Keywords
python 55 machine learning 53 machine-learning 53 visualization 41 deep-learning 37 data-science 34 pytorch 32 gradio 29 reproducible-research 29 gradio custom component 19 hacktoberfest 17 tensorflow 17 docker 16 science 15 reproducible-science 15 collaboration 15 data-analysis 14 mlops 13 research 12 provenance 11 linux 10 interface 10 ai 10 workflow 10 developer-tools 9 automation 9 data-visualization 9 pipeline 9 nyu 9 reinforcement-learning 9 scientific-computing 8 archiving 8 models 8 python-notebook 8 ui 8 reprounzip 8 ui-components 8 reprozip 8 keras 8 deploy 8 git 8 gradio-interface 8 vida 7 workflows 7 computational-science 7 data-version-control 7 jax 7 infrastructure 7 ptrace 7 vagrant 7 deep learning 6 bioinformatics 6 experiment-track 6 PyTorch 6 tracking 6 hydra 6 model-versioning 6 jupyter 6 containers 5 data 5 artificial-intelligence 5 benchmarks 5 experiments 5 vae 5 benchmarking 5 computer-vision 5 config 5 Machine Learning 5 hyperparameter-optimization 4 gradio-template-SimpleTextbox 4 gradio-template-Image 4 Deep Learning 4 statistics 4 hpc 4 pytorch-lightning 4 hyperparameter-search 4 simulation 4 python3 4 hyperparameter-tuning 4 reproducible 4 ml-platform 4 configuration 4 DLHub 4 vae-pytorch 4 Data and Learning Hub for Science 4 data publication 4 data-versioning 4 metrics 3 atomics 3 database 3 versioning 3 image-processing 3 image-segmentation 3 variance-reduction 3 cli 3 template 3 framework 3 information-retrieval 3 project-structure 3 notebook 3