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GitHub / ml-tooling / ml-workspace

🛠 All-in-one web-based IDE specialized for machine learning and data science.

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ml-tooling%2Fml-workspace

Stars: 3,331
Forks: 431
Open Issues: 0

License: apache-2.0
Language: Jupyter Notebook
Repo Size: 12.7 MB
Dependencies: 642

Created: almost 5 years ago
Updated: 6 days ago
Last pushed: 6 months ago
Last synced: 6 days ago

Topics: anaconda, data-analysis, data-science, data-visualization, deep-learning, docker, gpu, jupyter, jupyter-lab, jupyter-notebook, kubernetes, machine-learning, neural-networks, nlp, python, pytorch, r, scikit-learn, tensorflow, vscode

Files

Readme

Dependencies

resources/tests/ml-job/environment.yml conda

resources/jupyter/extensions/tooling-extension/setup.py pypi

GitPython *

resources/libraries/requirements-full.txt pypi

Augmentor ==0.2.8
Bottleneck ==1.3.2
Faker ==8.8.2
ImageHash ==4.2.0
Keras-Applications ==1.0.8
Keras-Preprocessing ==1.1.2
Markdown ==3.3.4
MarkupSafe ==2.0.1
MechanicalSoup ==1.1.0
PyMySQL ==1.0.2
PyYAML ==5.4.1
SoundFile ==0.10.3.post1
addict ==2.4.0
albumentations ==1.0.0
alembic ==1.4.1
altair ==4.1.0
amqp ==5.0.6
annoy ==1.17.0
anyio ==3.2.1
arrow ==1.1.1
attrs ==21.2.0
autograd ==1.3
autokeras ==1.0.15
bandit ==1.7.0
bayesian-optimization ==1.2.0
blaze ==0.10.1
boltons ==21.0.0
bqplot ==0.12.29
cassandra-driver ==3.25.0
category_encoders ==2.2.2
celery ==5.1.1
chainer ==7.8.0
chardet ==4.0.0
cloudant ==2.14.0
crc32c ==2.2.post0
csvkit ==1.0.5
cx-Oracle ==8.2.1
cytoolz ==0.11.0
dask ==2021.6.2
dask-ml ==1.9.0
dataset ==1.5.0
datasketch ==1.5.3
deap ==1.3.1
dgl ==0.6.1
diamond ==4.0.515
distributed ==2021.6.2
dm-sonnet ==2.0.0
docker ==5.0.0
edward ==1.3.5
einops ==0.3.0
elasticsearch ==7.13.2
elasticsearch-dsl ==7.3.0
eli5 ==0.11.0
empyrical ==0.5.5
facets-overview ==1.0.0
fairseq ==0.10.2
fastai ==2.4
fastapi ==0.65.2
featuretools ==0.25.0
flashtext ==2.7
flatbuffers ==1.12.0
folium ==0.12.1
foolbox ==3.3.1
fs ==2.4.13
ftfy ==6.0.3
fuzzywuzzy ==0.18.0
gensim ==4.0.1
geocoder ==1.38.1
geojson ==2.5.0
geoplotlib ==0.3.2
geopy ==2.1.0
gluoncv ==0.10.3
gluonnlp ==0.10.0
google-cloud-storage ==1.39.0
google_images_download ==2.8.0
gpflow ==2.2.1
gpytorch ==1.5.0
graphene ==2.1.8
grip ==4.5.2
gunicorn ==20.1.0
gym ==0.18.3
h5py ==3.1.0
holoviews ==1.14.4
hyperopt ==0.2.5
imbalanced-learn ==0.8.0
imgaug ==0.4.0
imutils ==0.5.4
inflect ==5.3.0
influxdb ==5.3.1
ipyparallel ==6.3.0
jax ==0.2.16
jaxlib ==0.1.68
jellyfish ==0.8.2
joblib ==1.0.1
jsonpickle ==2.0.0
jupyter-client ==6.2.0
jupyter-console ==6.4.0
jupyter-core ==4.7.1
jupyter-kernel-gateway ==2.5.0
jupyter-packaging ==0.10.3
jupyter-server ==1.9.0
jupyter-server-proxy ==3.0.2
jupyterlab-widgets ==1.0.0
kafka-python ==2.0.2
kaggle ==1.5.12
keract ==4.5.0
keras ==2.4.3
keras-rl ==0.4.2
keras-tuner ==1.0.3
keras-vis ==0.4.1
kiwisolver ==1.3.1
kmodes ==0.11.0
knockknock ==0.1.8.1
kombu ==5.1.0
langid ==1.1.6
lazycluster ==0.2.4
leather ==0.3.3
librosa ==0.8.1
lifelines ==0.26.0
lightfm ==1.16
lightgbm ==3.2.1
lime ==0.2.0.1
line_profiler ==3.3.0
lmdb ==1.2.1
luigi ==3.0.3
lxml ==4.6.3
marshmallow ==3.12.1
matplotlib ==3.4.2
memory_profiler ==0.58.0
mesh-tensorflow ==0.1.19
metric-learn ==0.6.2
micawber ==0.5.3
minio ==7.0.4
mlflow ==1.18.0
mlxtend ==0.18.0
mmdnn ==0.3.1
mongo-connector ==3.1.1
motor ==2.4.0
mrjob ==0.7.4
mysqlclient ==2.0.3
nbval ==0.9.6
neo4j-driver ==4.3.1
nevergrad ==0.4.3.post4
nose2 ==0.10.0
onnx ==1.9.0
onnxruntime ==1.5.2
optuna ==2.8.0
pandarallel ==1.5.2
pandas-datareader ==0.9.0
pandas-summary ==0.0.7
pandasql ==0.7.3
papermill ==2.3.3
path.py ==12.5.0
peewee ==3.14.4
petl ==1.7.4
pickledb ==0.9.2
pipdeptree ==2.0.0
pivottablejs ==0.9.0
plotly ==5.0.0
prettytable ==2.1.0
psycopg2 ==2.9.1
py-spy ==0.3.7
pyahocorasick ==1.4.2
pydub ==0.25.1
pyecharts ==1.9.0
pyexcel-xlsx ==0.6.0
pyfunctional ==1.4.3
pyhdb ==0.3.4
pyinstrument ==3.4.2
pylama ==7.7.1
pyod ==0.8.9
pyodbc ==4.0.30
pyro-ppl ==1.6.0
pytesseract ==0.3.7
python-magic ==0.4.24
pythreejs ==2.3.0
pytorch-ignite ==0.4.5
pytorch-nlp ==0.5.0
pyzmq ==22.1.0
qgrid ==1.3.1
redis ==3.5.3
requests-html ==0.10.0
rich ==10.4.0
rope ==0.19.0
safety ==1.10.3
sagemaker ==2.47.1
scalene ==1.3.6
scikit-optimize ==0.8.1
scikit-plot ==0.3.7
scikit-surprise ==1.1.1
scipy ==1.7.0
scrapy ==2.5.0
sentencepiece ==0.1.96
shap ==0.39.0
sklearn-pandas ==2.2.0
skorch ==0.10.0
smart-open ==5.1.0
spektral ==1.0.6
stop-words ==2018.7.23
streamlit ==0.83.0
streamz ==0.6.2
tables ==3.6.1
tablib ==3.0.0
tensorboard ==2.5.0
tensorflow-addons ==0.13.0
tensorflow-datasets ==4.3.0
tensorflow-hub ==0.12.0
tensorflow-model-optimization ==0.6.0
tensorflow-text ==2.5.0
tensorflowonspark ==2.2.4
tensorlayer ==2.2.3
tensorly ==0.6.0
tensorpack ==0.11
textacy ==0.11.0
textblob ==0.15.3
textdistance ==4.2.1
tf-explain ==0.3.0
tflearn ==0.5.0
theano ==1.0.5
thinc ==8.0.6
tinydb ==4.5.0
tokenizers ==0.10.3
torch ==1.9.0
torch-geometric ==1.7.2
torchaudio ==0.9.0
torchsummary ==1.5.1
torchtext ==0.10.0
torchvision ==0.10.0
tpot ==0.11.7
transformers ==4.8.1
tslearn ==0.5.1.0
typing-extensions ==3.7.4
umap-learn ==0.5.1
vega ==3.5.0
vega_datasets ==0.9.0
vispy ==0.6.6
vowpalwabbit ==8.10.2
websockets ==9.1
wordcloud ==1.8.1
xarray ==0.18.2
xlearn ==0.40a1
xlrd ==2.0.1
xmltodict ==0.12.0
yapf ==0.31.0
yappi ==1.3.2
yfinance ==0.1.59
you-get ==0.4.1527

resources/libraries/requirements-light.txt pypi

beautifulsoup4 ==4.9.3
better-exceptions ==0.3.3
boto3 ==1.17.101
fasttext ==0.9.2
fire ==0.4.0
intel-tensorflow ==2.5.0
ipywidgets ==7.6.3
mxnet-mkl ==1.6.0
networkx ==2.5.1
nltk ==3.6.2
numba ==0.53.1
opencv-python ==4.5.1.48
opencv-python-headless ==4.5.1.48
pandas-profiling ==2.13.0
patsy ==0.5.1
pretty-errors ==1.2.22
prometheus-client ==0.11.0
pyls-black ==0.4.7
pyls-isort ==0.2.2
pyls-mypy ==0.1.8
pymongo ==3.11.4
python-language-server ==0.36.2
scikit-image ==0.18.1
soupsieve ==2.2.1
spacy ==3.0.6
statsmodels ==0.12.2
tensorboardX ==2.3
typer ==0.3.2
widgetsnbextension ==3.5.1
xgboost ==1.4.2

resources/libraries/requirements-minimal.txt pypi

Cython ==0.29.23
Pillow ==8.2.0
PyYAML ==5.4.1
Pygments ==2.9.0
SQLAlchemy ==1.4.19
attrs ==21.2.0
autopep8 ==1.5.7
black ==21.6b0
bottle ==0.12.19
cffi ==1.14.5
click ==8.0.1
cloudpickle ==1.6.0
cmake ==3.20.4
colorama ==0.4.4
cysignals ==1.10.3
dill ==0.3.4
docutils ==0.17.1
flake8 ==3.9.2
flask ==2.0.1
future ==0.18.2
glances ==3.1.7
graphviz ==0.16
gunicorn ==20.1.0
h5py ==3.3.0
httpie ==2.4.0
idna ==2.10
imageio ==2.9.0
ipykernel ==5.5.5
ipympl ==0.7.0
isort ==5.9.1
jedi ==0.18.0
jmespath ==0.10.0
joblib ==1.0.1
jsonschema ==3.2.0
jupyter-resource-usage ==0.6.0
jupyter_contrib_nbextensions ==0.5.1
jupyter_nbextensions_configurator ==0.4.1
jupyterhub ==1.4.1
jupytext ==1.11.3
loguru ==0.5.3
matplotlib ==3.4.2
mock ==4.0.3
msgpack ==1.0.2
msgpack-numpy ==0.4.7.1
mypy ==0.910
nbdime ==3.1.0
netifaces ==0.11.0
nox ==2021.6.12
pandas ==1.2.5
pip-tools ==6.2.0
pipenv ==2021.5.29
pipreqs ==0.4.10
poetry ==1.1.7
protobuf ==3.17.3
psutil ==5.8.0
py-cpuinfo ==8.0.0
pycodestyle ==2.7.0
pydocstyle ==6.1.1
pylint ==2.8.3
pymdstat ==0.4.2
pyparsing ==2.4.7
pytest ==6.2.4
python-crontab ==2.5.1
python-dateutil ==2.8.1
pyzmq ==22.1.0
regex ==2021.4.4
remote_ikernel ==0.4.6
requests ==2.25.1
seaborn ==0.11.1
simplejson ==3.17.2
six ==1.16.0
sortedcontainers ==2.4.0
tabulate ==0.8.9
tensorboard ==2.5.0
toolz ==0.11.1
tornado ==6.1
tox ==3.23.1
tqdm ==4.61.1
twine ==3.4.1
urllib3 ==1.26.6
uvicorn ==0.14.0
virtualenv ==20.4.7
virtualenvwrapper ==4.8.4

resources/tests/ml-job/requirements.txt pypi

pandas * test
tqdm * test

resources/tests/ml-service/requirements.txt pypi

fastapi * test
flask * test
uvicorn * test

resources/tests/requirements-full-updated.txt pypi

Augmentor ==0.2.8 test
Bottleneck ==1.3.2 test
Faker ==8.1.2 test
ImageHash ==4.2.0 test
Keras-Applications ==1.0.8 test
Keras-Preprocessing ==1.1.2 test
Markdown ==3.3.4 test
MarkupSafe ==2.0.0 test
MechanicalSoup ==1.0.0 test
PyMySQL ==1.0.2 test
PyYAML ==5.3.1 test
SoundFile ==0.10.3.post1 test
addict ==2.4.0 test
albumentations ==0.5.2 test
alembic ==1.4.1 test
altair ==4.1.0 test
amqp ==5.0.6 test
annoy ==1.17.0 test
anyio ==3.1.0 test
arrow ==1.1.0 test
attrs ==21.1.0 test
autograd ==1.3 test
autokeras ==1.0.12 test
bandit ==1.7.0 test
bayesian-optimization ==1.2.0 test
blaze ==0.10.1 test
boltons ==20.2.1 test
bqplot ==0.12.26 test
cassandra-driver ==3.25.0 test
catboost ==0.25.1 test
category_encoders ==2.2.2 test
celery ==5.0.5 test
chainer ==7.7.0 test
chardet ==4.0.0 test
cloudant ==2.14.0 test
crc32c ==2.2 test
csvkit ==1.0.5 test
cx-Oracle ==8.1.0 test
cytoolz ==0.11.0 test
dask ==2021.4.1 test
dask-ml ==1.9.0 test
databases ==0.4.3 test
dataset ==1.5.0 test
datasketch ==1.5.3 test
deap ==1.3.1 test
dgl ==0.6.1 test
diamond ==4.0.515 test
distributed ==2021.4.1 test
dm-sonnet ==2.0.0 test
docker ==5.0.0 test
edward ==1.3.5 test
einops ==0.3.0 test
elasticsearch ==7.12.1 test
elasticsearch-dsl ==7.3.0 test
eli5 ==0.11.0 test
empyrical ==0.5.5 test
facets-overview ==1.0.0 test
fairseq ==0.10.2 test
fastai ==2.3.1 test
fastapi ==0.63.0 test
featuretools ==0.24.0 test
flashtext ==2.7 test
flatbuffers ==1.12.0 test
folium ==0.12.1 test
foolbox ==3.3.1 test
fs ==2.4.13 test
ftfy ==6.0.1 test
fuzzywuzzy ==0.18.0 test
gensim ==4.0.1 test
geocoder ==1.38.1 test
geojson ==2.5.0 test
geoplotlib ==0.3.2 test
geopy ==2.1.0 test
gluoncv ==0.10.1.post0 test
gluonnlp ==0.10.0 test
google-cloud-storage ==1.38.0 test
google_images_download ==2.8.0 test
gpflow ==2.2.1 test
gpytorch ==1.4.1 test
graphene ==2.1.8 test
grip ==4.5.2 test
gunicorn ==20.1.0 test
gym ==0.18.0 test
h5py ==3.1.0 test
holoviews ==1.14.3 test
hyperopt ==0.2.5 test
idna ==2.10 test
imbalanced-learn ==0.8.0 test
imgaug ==0.4.0 test
imutils ==0.5.4 test
inflect ==5.3.0 test
influxdb ==5.3.1 test
ipyparallel ==6.3.0 test
ipython-sql ==0.4.0 test
jax ==0.2.13 test
jaxlib ==0.1.65 test
jellyfish ==0.8.2 test
joblib ==1.0.1 test
jsonpickle ==1.5.2 test
jupyter-client ==6.1.12 test
jupyter-console ==6.4.0 test
jupyter-core ==4.7.1 test
jupyter-kernel-gateway ==2.5.0 test
jupyter-packaging ==0.10.2 test
jupyter-server ==1.8.0 test
jupyter-server-proxy ==3.0.2 test
jupyterlab-widgets ==1.0.0 test
kafka-python ==2.0.2 test
kaggle ==1.5.12 test
keract ==4.4.0 test
keras ==2.4.3 test
keras-rl ==0.4.2 test
keras-tuner ==1.0.2 test
keras-vis ==0.4.1 test
kiwisolver ==1.3.1 test
kmodes ==0.11.0 test
knockknock ==0.1.8.1 test
kombu ==5.0.2 test
kornia ==0.5.1 test
langid ==1.1.6 test
lazycluster ==0.2.4 test
leather ==0.3.3 test
librosa ==0.8.0 test
lifelines ==0.25.11 test
lightfm ==1.16 test
lightgbm ==3.2.1 test
lime ==0.2.0.1 test
line_profiler ==3.2.6 test
lmdb ==1.2.1 test
luigi ==3.0.3 test
lxml ==4.6.3 test
marshmallow ==3.11.1 test
matplotlib ==3.4.2 test
memory_profiler ==0.58.0 test
mesh-tensorflow ==0.1.19 test
metric-learn ==0.6.2 test
micawber ==0.5.3 test
minio ==7.0.3 test
mlflow ==1.16.0 test
mlxtend ==0.18.0 test
mmdnn ==0.3.1 test
mongo-connector ==3.1.1 test
motor ==2.4.0 test
mrjob ==0.7.4 test
mysqlclient ==2.0.3 test
nbdev ==1.1.14 test
nbval ==0.9.6 test
neo4j-driver ==4.2.1 test
nevergrad ==0.4.3.post3 test
nose2 ==0.10.0 test
numpy ==1.19.5 test
onnx ==1.9.0 test
onnxruntime ==1.5.2 test
optuna ==2.7.0 test
pandarallel ==1.5.2 test
pandas-datareader ==0.9.0 test
pandas-summary ==0.0.7 test
pandasql ==0.7.3 test
papermill ==2.3.3 test
path.py ==12.5.0 test
peewee ==3.14.4 test
petl ==1.7.4 test
pickledb ==0.9.2 test
pipdeptree ==2.0.0 test
pivottablejs ==0.9.0 test
plotly ==4.14.3 test
portalocker ==2.0.0 test
prettytable ==0.7.2 test
psycopg2 ==2.8.6 test
py-spy ==0.3.6 test
pyahocorasick ==1.4.2 test
pydub ==0.25.1 test
pyecharts ==1.9.0 test
pyexcel-xlsx ==0.6.0 test
pyfunctional ==1.4.3 test
pyhdb ==0.3.4 test
pyinstrument ==3.4.2 test
pylama ==7.7.1 test
pyldavis ==3.2.2 test
pyod ==0.8.8 test
pyodbc ==4.0.30 test
pyro-ppl ==1.6.0 test
pytesseract ==0.3.7 test
python-magic ==0.4.22 test
pythreejs ==2.3.0 test
pytorch-ignite ==0.4.4 test
pytorch-nlp ==0.5.0 test
pyzmq ==22.0.3 test
qgrid ==1.3.1 test
redis ==3.5.3 test
requests-html ==0.10.0 test
rich ==10.1.0 test
rope ==0.19.0 test
sacred ==0.8.2 test
safety ==1.10.3 test
sagemaker ==2.39.1 test
scalene ==1.3.3 test
scikit-optimize ==0.8.1 test
scikit-plot ==0.3.7 test
scikit-surprise ==1.1.1 test
scipy ==1.6.3 test
scrapy ==2.5.0 test
sentencepiece ==0.1.95 test
shap ==0.39.0 test
sklearn-pandas ==2.1.0 test
skorch ==0.10.0 test
smart-open ==3.0.0 test
spektral ==1.0.6 test
stop-words ==2018.7.23 test
streamlit ==0.81.1 test
streamz ==0.6.2 test
tables ==3.6.1 test
tablib ==3.0.0 test
tensorboard ==2.5.0 test
tensorflow-addons ==0.12.1 test
tensorflow-datasets ==4.2.0 test
tensorflow-hub ==0.12.0 test
tensorflow-model-optimization ==0.5.0 test
tensorflow-text ==2.5.0 test
tensorflowonspark ==2.2.3 test
tensorlayer ==2.2.3 test
tensorly ==0.6.0 test
tensorpack ==0.11 test
textacy ==0.11.0 test
textblob ==0.15.3 test
textdistance ==4.2.1 test
tf-explain ==0.3.0 test
tflearn ==0.5.0 test
theano ==1.0.5 test
thinc ==8.0.3 test
tinydb ==4.4.0 test
tokenizers ==0.10.2 test
torch ==1.8.1 test
torch-geometric ==1.7.0 test
torchaudio ==0.8.1 test
torchsummary ==1.5.1 test
torchtext ==0.9.1 test
torchvision ==0.9.1 test
tpot ==0.11.7 test
transformers ==4.5.1 test
tslearn ==0.5.0.5 test
typing-extensions ==3.7.4.1 test
umap-learn ==0.5.1 test
vega ==3.4.0 test
vega_datasets ==0.9.0 test
vispy ==0.6.6 test
vowpalwabbit ==8.10.1 test
websockets ==8.1 test
wordcloud ==1.8.1 test
xarray ==0.17.0 test
xlearn ==0.40a1 test
xlrd ==2.0.1 test
xmltodict ==0.12.0 test
yapf ==0.31.0 test
yappi ==1.3.2 test
yfinance ==0.1.59 test
you-get ==0.4.1520 test

.github/actions/build-environment/action.yml actions

Dockerfile * docker

.github/workflows/build-pipeline.yml actions

./.github/actions/build-environment * composite
actions/checkout v2 composite

.github/workflows/close-stale-issues.yml actions

actions/stale v3 composite

.github/workflows/pr-labeler.yml actions

TimonVS/pr-labeler-action v3 composite
actions/labeler main composite

.github/workflows/release-pipeline.yml actions

./.git/cloned-actions/release-drafter * composite
./.github/actions/build-environment * composite
actions/checkout v2 composite
peterjgrainger/action-create-branch v2.0.1 composite
stefanzweifel/git-auto-commit-action v4 composite

.github/actions/build-environment/Dockerfile docker

mltooling/build-environment 0.6.6 build

Dockerfile docker

ubuntu 20.04 build

deployment/google-cloud-run/Dockerfile docker

mltooling/ml-workspace-minimal latest build

deployment/play-with-docker/docker-compose.yml docker

mltooling/ml-workspace-minimal latest

gpu-flavor/Dockerfile docker

$ARG_WORKSPACE_BASE_IMAGE latest build