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GitHub / AlexIoannides / ml-workflow-automation
Python Machine Learning (ML) project that demonstrates the archetypal ML workflow within a Jupyter notebook, with automated model deployment as a RESTful service on Kubernetes.
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AlexIoannides%2Fml-workflow-automation
Stars: 58
Forks: 28
Open Issues: 8
License: None
Language: Jupyter Notebook
Repo Size: 4.12 MB
Dependencies:
90
Created: about 5 years ago
Updated: 9 months ago
Last pushed: about 1 year ago
Last synced: about 2 months ago
Topics: classification, data-science, flask, helm, jupyter-notebook, kaggle, kubernetes, machine-learning, mlops, numpy, pandas, python, rest-api, sklearn
Files
Dependencies
- docker * develop
- jupyterlab * develop
- joblib *
- matplotlib *
- numpy *
- pandas *
- seaborn *
- sklearn *
- python 3.7-slim build
- appnope ==0.1.0 develop
- backcall ==0.1.0 develop
- bleach ==3.1.0 develop
- certifi ==2018.11.29 develop
- chardet ==3.0.4 develop
- decorator ==4.3.2 develop
- defusedxml ==0.5.0 develop
- docker ==3.7.0 develop
- docker-pycreds ==0.4.0 develop
- entrypoints ==0.3 develop
- idna ==2.8 develop
- ipykernel ==5.1.0 develop
- ipython ==7.2.0 develop
- ipython-genutils ==0.2.0 develop
- jedi ==0.13.2 develop
- jinja2 ==2.10 develop
- jsonschema ==2.6.0 develop
- jupyter-client ==5.2.4 develop
- jupyter-core ==4.4.0 develop
- jupyterlab ==0.35.4 develop
- jupyterlab-server ==0.2.0 develop
- markupsafe ==1.1.0 develop
- mistune ==0.8.4 develop
- nbconvert ==5.4.1 develop
- nbformat ==4.4.0 develop
- notebook ==5.7.4 develop
- pandocfilters ==1.4.2 develop
- parso ==0.3.3 develop
- pexpect ==4.6.0 develop
- pickleshare ==0.7.5 develop
- prometheus-client ==0.5.0 develop
- prompt-toolkit ==2.0.8 develop
- ptyprocess ==0.6.0 develop
- pygments ==2.3.1 develop
- python-dateutil ==2.8.0 develop
- pyzmq ==17.1.2 develop
- requests ==2.21.0 develop
- send2trash ==1.5.0 develop
- six ==1.12.0 develop
- terminado ==0.8.1 develop
- testpath ==0.4.2 develop
- tornado ==5.1.1 develop
- traitlets ==4.3.2 develop
- urllib3 ==1.24.1 develop
- wcwidth ==0.1.7 develop
- webencodings ==0.5.1 develop
- websocket-client ==0.54.0 develop
- cycler ==0.10.0
- joblib ==0.13.1
- kiwisolver ==1.0.1
- matplotlib ==3.0.2
- numpy ==1.16.1
- pandas ==0.24.1
- pyparsing ==2.3.1
- python-dateutil ==2.8.0
- pytz ==2018.9
- scikit-learn ==0.20.2
- scipy ==1.2.1
- seaborn ==0.9.0
- six ==1.12.0
- sklearn ==0.0
- click ==7.0
- flask ==1.0.2
- itsdangerous ==1.1.0
- jinja2 ==2.10
- joblib ==0.13.1
- markupsafe ==1.1.0
- numpy ==1.16.1
- pandas ==0.24.1
- python-dateutil ==2.8.0
- pytz ==2018.9
- scikit-learn ==0.20.2
- scipy ==1.2.1
- six ==1.12.0
- sklearn ==0.0
- werkzeug ==0.14.1