equester / mlops-plugin_2020

MlOps End 2 End

Going from Model to Production – Enterprise Ready MLOps Pipelines

Data @ Titanic Author: Lavi Nigam ; linkedin: /lavinigam Email: [e-mail]

Steps to do:

• Git clone https://github.com/equester/mlops-plugin_2020.git
• Change directory "cd mlops-plugin_2020"
• Download Atom https://atom.io/ or Visual Code for code https://code.visualstudio.com/
• Download Docker Desktop: https://www.docker.com/products/docker-desktop
• Conda create –n mlops python=3.7
• Conda activate mlops
• pip install -r requirements.txt
• run "jupyter notebook"
• go to /notebooks/ and start titanic_e2e_handon.ipynb file

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• Note* Coming Soon
  • Auto Deployment with Airflow
  • MLFlow Remote Server
  • Model Drifting Dashboard
  • Model Fairness Dashboard
  • Model Causality Dashboard
  • Model Multi Algorithm Interpretation

If you want to contribute - Send me an email.