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GitHub / pandorica-opens / Reproducibility-Tools-in-Machine-Learning

conducting the decision tree for capabilities of frameworks, that assist in reproducing results in Machine Learning: wandb, guild.ai and mlflow

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pandorica-opens%2FReproducibility-Tools-in-Machine-Learning

Stars: 1
Forks: 0
Open Issues: 0

License: None
Language: Jupyter Notebook
Repo Size: 2.71 MB
Dependencies: 181

Created: over 3 years ago
Updated: about 2 years ago
Last pushed: about 3 years ago
Last synced: 5 days ago

Topics: decision-tree, decision-tree-classifier, docker, keras, mlflow, neural-networks, replicability, reproducibility, reproducibility-frameworks, sklearn, tensorflow, wandb

Files

Readme

Dependencies

docker replication/requirements.txt pypi

absl-py ==0.11.0
alembic ==1.4.1
appdirs ==1.4.4
appnope ==0.1.2
argon2-cffi ==20.1.0
astunparse ==1.6.3
async-generator ==1.10
attrs ==20.3.0
azure-core ==1.9.0
azure-storage-blob ==12.6.0
backcall ==0.2.0
bleach ==3.2.1
cachetools ==4.2.0
certifi ==2020.12.5
cffi ==1.14.4
chardet ==4.0.0
click ==7.1.2
cloudpickle ==1.6.0
configparser ==5.0.1
cryptography ==3.3.1
cycler ==0.10.0
daemonize ==2.5.0
databricks-cli ==0.14.1
decorator ==4.4.2
defusedxml ==0.6.0
distlib ==0.3.1
docker ==4.4.1
docker-pycreds ==0.4.0
docopt ==0.6.2
entrypoints ==0.3
filelock ==3.0.12
flask ==1.1.2
flatbuffers ==1.12
gast ==0.3.3
gitdb ==4.0.5
gitpython ==3.1.12
google-auth ==1.24.0
google-auth-oauthlib ==0.4.2
google-pasta ==0.2.0
gql ==0.2.0
graphql-core ==1.1
grpcio ==1.32.0
guildai ==0.7.1.post1
gunicorn ==20.0.4
h5py ==2.10.0
idna ==2.10
importlib-metadata ==3.3.0
ipykernel ==5.4.2
ipython ==7.19.0
ipython-genutils ==0.2.0
ipywidgets ==7.6.3
isodate ==0.6.0
itsdangerous ==1.1.0
jedi ==0.18.0
jinja2 ==2.11.2
joblib ==1.0.0
jsonschema ==3.2.0
jupyter ==1.0.0
jupyter-client ==6.1.11
jupyter-console ==6.2.0
jupyter-core ==4.7.0
jupyterlab-pygments ==0.1.2
jupyterlab-widgets ==1.0.0
keras ==2.4.3
keras-preprocessing ==1.1.2
kiwisolver ==1.3.1
mako ==1.1.3
markdown ==3.3.3
markupsafe ==1.1.1
matplotlib ==3.3.4
memory-profiler ==0.58.0
mistune ==0.8.4
mlflow ==1.13.1
msrest ==0.6.19
nb-conda ==2.2.1
nb-conda-kernels ==2.3.1
nbclient ==0.5.1
nbconvert ==6.0.7
nbformat ==5.0.8
nest-asyncio ==1.4.3
notebook ==6.1.6
numpy ==1.19.5
nvidia-ml-py3 ==7.352.0
oauthlib ==3.1.0
opt-einsum ==3.3.0
packaging ==20.8
pandas ==1.2.0
pandocfilters ==1.4.3
parso ==0.8.1
pathtools ==0.1.2
pexpect ==4.8.0
pickleshare ==0.7.5
pillow ==8.1.0
pip ==20.3.3
pipreqs ==0.4.10
pipreqsnb ==0.2.3
pkginfo ==1.6.1
plotly ==4.14.3
prometheus-client ==0.9.0
prometheus-flask-exporter ==0.18.1
promise ==2.3
prompt-toolkit ==3.0.10
protobuf ==3.14.0
psutil ==5.8.0
ptyprocess ==0.7.0
pyaml ==20.4.0
pyasn1 ==0.4.8
pyasn1-modules ==0.2.8
pycparser ==2.20
pygments ==2.7.3
pyparsing ==2.4.7
pyrsistent ==0.17.3
python-dateutil ==2.8.1
python-editor ==1.0.4
pytz ==2020.5
pyyaml ==5.3.1
pyzmq ==20.0.0
qtconsole ==5.0.1
qtpy ==1.9.0
querystring-parser ==1.2.4
requests ==2.25.1
requests-oauthlib ==1.3.0
retrying ==1.3.3
rsa ==4.6
scikit-learn ==0.24.0
scikit-optimize ==0.8.1
scikit-plot ==0.3.7
scipy ==1.6.0
send2trash ==1.5.0
sentry-sdk ==0.19.5
setuptools ==51.0.0.post20201207
shortuuid ==1.0.1
six ==1.15.0
smmap ==3.0.4
sqlalchemy ==1.3.22
sqlparse ==0.4.1
subprocess32 ==3.5.4
tabulate ==0.8.7
tabview ==1.4.4
tensorboard ==2.4.1
tensorboard-plugin-wit ==1.7.0
tensorflow ==2.4.1
tensorflow-estimator ==2.4.0
termcolor ==1.1.0
terminado ==0.9.2
testpath ==0.4.4
threadpoolctl ==2.1.0
tornado ==6.1
traitlets ==5.0.5
typing-extensions ==3.7.4.3
urllib3 ==1.26.2
virtualenv ==20.2.2
wandb ==0.10.17
watchdog ==0.10.4
wcwidth ==0.2.5
webencodings ==0.5.1
websocket-client ==0.57.0
werkzeug ==1.0.1
wheel ==0.36.2
widgetsnbextension ==3.5.1
wrapt ==1.12.1
yarg ==0.1.9
zipp ==3.4.0

mlflow/requirements.txt pypi

wandb/First attempt/requirements.txt pypi