{ "info": { "author": "gurunath", "author_email": "gurunathrajagopal@gmail.com", "bugtrack_url": null, "classifiers": [ "License :: OSI Approved :: Apache Software License" ], "description": "# mlVajra \nA framework or best practices to develop end to end machine learning pipeline (also has some tips for ML-management people )\nAim :\n To built robust depoyment pipeline strategies using Open source stack\n planning to add as many strategies in this repo pertaining to ML-deployment\n\n## Installation :\n\n`pip install mlvajra` - only installs mlvajra binaries\n\nTo install complete dependencies: (for time being)\n\ngit clone https://github.com/rajagurunath/mlvajra.git\n\n```\ncreate virtualenv\n\nvirtualenv -p python3 vajra_env\n\nsource vajra_env\\bin\\activate\n\ncd mlvajra\nInstall all required dependencies from repo\n\npip install -r requirements.txt\n\n```\n\n## TODO list\n### Deploy\n- Mlflow\n- Tensorflow serving\n\n### model-Training /distribuited\n- mlflow -generic classification metrics (done)\n- nnictl-automl -tensorflow /pytorch \n\n### Feature Engineering\n- pandas\n- pyspark-Flint\n\n### preprocessing\n- cyclic features (done)\n- lag features\n- window features\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n", "description_content_type": "text/markdown", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/rajagurunath/mlvajra", "keywords": "", "license": "", "maintainer": "", "maintainer_email": "", "name": "mlvajra", "package_url": "https://pypi.org/project/mlvajra/", "platform": "", "project_url": "https://pypi.org/project/mlvajra/", "project_urls": { "Documentation": "https://mlvajra.readthedocs.io/en/latest/", "Homepage": "https://github.com/rajagurunath/mlvajra" }, "release_url": "https://pypi.org/project/mlvajra/0.1.4.3/", "requires_dist": null, "requires_python": "", "summary": "A Last weapon to save Data scientist", "version": "0.1.4.3" }, "last_serial": 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