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

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
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 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
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
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
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 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 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
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 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
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
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
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 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
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 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
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 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
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
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
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 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 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
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
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
timing 0.5.2
Simplify logging of timings of selected parts of an application.
8 versions - Latest release: 3 months ago - 1 dependent package - 7 dependent repositories - 291 downloads last month - 4 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
flowserv-core 0.9.4
Reproducible and Reusable Data Analysis Workflow Server (Core Infrastructure)
22 versions - Latest release: about 2 years ago - 6 dependent repositories - 735 downloads last month - 2 stars on GitHub - 1 maintainer
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
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
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
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 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
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 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
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
py-session 0.1.1
Print session information
2 versions - Latest release: about 6 years ago - 3 dependent repositories - 59 downloads last month - 3 stars on GitHub - 1 maintainer
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
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 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
pipestat 0.9.1
A pipeline results reporter
37 versions - Latest release: about 1 month ago - 4 dependent packages - 3 dependent repositories - 27.8 thousand downloads last month - 4 stars on GitHub - 2 maintainers
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
simdb 0.3.0
A simple Python package for management of simulation datasets
5 versions - Latest release: about 9 years ago - 2 dependent repositories - 30 downloads last month - 2 stars on GitHub - 1 maintainer
tunable 0.0.1.dev8
tunable manager
7 versions - Latest release: over 2 years ago - 2 dependent repositories - 35 downloads last month - 1 stars on GitHub - 1 maintainer
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 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
repro-catalogue 1.0.0
Tool for reproducible analyses
1 version - Latest release: about 4 years ago - 2 dependent repositories - 10 downloads last month - 5 stars on GitHub - 1 maintainer
ml-starter 0.1.91
ML project template repository
148 versions - Latest release: 7 months ago - 4 dependent packages - 2 dependent repositories - 335 downloads last month - 9 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
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
repro-eval 0.4.0
A tool to quantify the replicability and reproducibility of system-oriented IR experiments.
8 versions - Latest release: over 2 years ago - 2 dependent repositories - 77 downloads last month - 10 stars on GitHub - 1 maintainer
psicons.core 0.1
A tool for documentable and reproducible analysis and research
1 version - Latest release: almost 13 years ago - 2 dependent repositories - 8 downloads last month - 1 stars on GitHub - 1 maintainer
mowgli 0.3.0
Mowgli is a novel method for the integration of paired multi-omics data with any type and number ...
4 versions - Latest release: 11 months ago - 2 dependent repositories - 42 downloads last month - 1 stars on GitHub - 1 maintainer
sciunit2 0.4.post115.dev43584757
Sciunit command line
30 versions - Latest release: 2 months ago - 1 dependent repositories - 236 downloads last month - 0 stars on GitHub - 3 maintainers
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
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
repeatfs 0.10.0
File system providing reproducibility through provenance and automation
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 18 downloads last month - 8 stars on GitHub - 1 maintainer
kerasmodelmanager 0.0.10
A wrapper for Keras models
8 versions - Latest release: over 2 years ago - 1 dependent repositories - 80 downloads last month - 0 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
nondefaced-detector 0.1.3
A package to detect if an MRI Volume has been defaced.
4 versions - Latest release: about 3 years ago - 1 dependent repositories - 15 downloads last month - 6 stars on GitHub - 1 maintainer
automl-utils 0.1.0a1
Facilitating reproducible AutoML research.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 29 downloads last month - 1 maintainer
bayle 1.0.7
A Python package that provides reproducible code and data for my scientific research
5 versions - Latest release: about 7 years ago - 1 dependent repositories - 12 downloads last month - 0 stars on GitHub - 1 maintainer
localscope 0.2.1
Restrict the scope of functions for reproducible code execution and peace of mind.
6 versions - Latest release: 11 days ago - 1 dependent repositories - 155 downloads last month - 4 stars on GitHub - 1 maintainer
benchmark-multiprocess 0.1.2
Simple Workflow Engine for Reproducible Benchmark Templates
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 31 downloads last month - 1 stars on GitHub - 1 maintainer
cbench 1.3.1
A cross-platform client to perform collaborative and reproducible benchmarking, optimization and ...
9 versions - Latest release: over 3 years ago - 1 dependent repositories - 47 downloads last month - 1 maintainer
torch-reproducible-block 0.0.1
Control random number generator state via reproducible blocks
1 version - Latest release: almost 3 years ago - 1 dependent repositories - 14 downloads last month - 0 stars on GitHub - 1 maintainer
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
qiskitflow 0.0.11a0
QiskitFlow. Reproducible quantum experiments.
5 versions - Latest release: almost 3 years ago - 1 dependent repositories - 26 downloads last month - 10 stars on GitHub - 1 maintainer
cmdint 3.0.6
Enables detailed logging of command line calls in a very lightweight manner.
35 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 401 downloads last month - 8 stars on GitHub - 2 maintainers
benchmark-templates 0.1.2
Workflow Templates for Reproducible Data Analysis Benchmarks
2 versions - Latest release: almost 5 years ago - 1 dependent repositories - 32 downloads last month - 0 stars on GitHub - 1 maintainer
pypads-padre 0.4.3
PyPads_PaDRe aims to to add additional machine learning concepts into the world of pypads.
11 versions - Latest release: over 3 years ago - 1 dependent repositories - 115 downloads last month - 2 stars on GitHub - 1 maintainer
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
dlhub-cli 0.6.1
DLHub CLI
10 versions - Latest release: almost 4 years ago - 1 dependent repositories - 65 downloads last month - 6 stars on GitHub - 4 maintainers
dlhub-client 0.0.1
DLHub Python client
1 version - Latest release: almost 6 years ago - 1 dependent package - 1 dependent repositories - 13 downloads last month - 0 stars on GitHub - 1 maintainer
elaugment 0.1.0
A lightweight data-augmentation library for machine learning
1 version - Latest release: over 4 years ago - 1 dependent repositories - 13 downloads last month - 4 stars on GitHub - 1 maintainer
pypads-onto 0.2.2
PyPads_Onto is an extension introducing ontology information. It will be used for semantic harmon...
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 36 downloads last month - 2 stars on GitHub - 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
getdatadeps 0.0.22
A CLI to map the flow of data in your project
4 versions - Latest release: about 3 years ago - 1 dependent repositories - 23 downloads last month - 1 stars on GitHub - 1 maintainer
jupyterlab-zenodo 0.2.0
A Jupyter Notebook extension which enables uploading to Zenodo from JupyterLab
7 versions - Latest release: over 4 years ago - 1 dependent repositories - 45 downloads last month - 0 stars on GitHub - 2 maintainers
rob-client 0.2.0
Reproducible Open Benchmarks - Command Line Client
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 15 downloads last month - 0 stars on GitHub - 1 maintainer
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
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
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
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
hu-neuro-pipeline 0.8.5
Single trial EEG pipeline at the Abdel Rahman Lab for Neurocognitive Psychology, Humboldt-Univers...
31 versions - Latest release: about 1 month ago - 1 dependent repositories - 355 downloads last month - 12 stars on GitHub - 1 maintainer
alphaui 3.1.4
Python library for easily interacting with trained machine learning models
6 versions - Latest release: almost 2 years ago - 1 dependent repositories - 21 downloads last month - 1 maintainer
nbreproduce 0.4.1
Reproduce Jupyter Notebooks inside Docker Containers.
5 versions - Latest release: over 3 years ago - 1 dependent repositories - 40 downloads last month - 10 stars on GitHub - 1 maintainer
ey 0.3.5
Simple and easy-to-use library for executing shell commands saving data to the file system withou...
9 versions - Latest release: about 3 years ago - 1 dependent repositories - 69 downloads last month - 3 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
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
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
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
resolos 0.5.0
Reproducible research made easy
6 versions - Latest release: 8 months ago - 1 dependent repositories - 16 downloads last month - 3 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
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
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
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
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
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
reprexlite 0.5.0
Render reproducible examples of Python code for sharing.
10 versions - Latest release: over 2 years ago - 1 dependent repositories - 35 downloads last month - 12 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 tensorflow 17 hacktoberfest 17 docker 16 collaboration 15 science 15 reproducible-science 15 data-analysis 14 mlops 13 research 12 provenance 11 interface 10 linux 10 workflow 10 ai 10 developer-tools 9 data-visualization 9 reinforcement-learning 9 pipeline 9 nyu 9 automation 9 reprozip 8 reprounzip 8 archiving 8 scientific-computing 8 ui 8 ui-components 8 python-notebook 8 models 8 gradio-interface 8 keras 8 deploy 8 git 8 jax 7 vida 7 infrastructure 7 workflows 7 computational-science 7 ptrace 7 data-version-control 7 vagrant 7 PyTorch 6 tracking 6 jupyter 6 bioinformatics 6 experiment-track 6 hydra 6 deep learning 6 model-versioning 6 containers 5 experiments 5 data 5 benchmarks 5 vae 5 computer-vision 5 benchmarking 5 Machine Learning 5 artificial-intelligence 5 config 5 hyperparameter-optimization 4 pytorch-lightning 4 gradio-template-SimpleTextbox 4 statistics 4 reproducible 4 configuration 4 hyperparameter-search 4 hyperparameter-tuning 4 python3 4 gradio-template-Image 4 DLHub 4 ml-platform 4 Data and Learning Hub for Science 4 data publication 4 hpc 4 simulation 4 vae-pytorch 4 data-versioning 4 Deep Learning 4 portable workflows 3 frameworks 3 nlp 3 fwr13y 3 cnn 3 cli 3 gpu-determinism 3 neuroscience 3 convolutional-neural-networks 3 gpu-support 3 data-driven 3 depth-estimation 3 versioning 3