BT5153 Applied Machine Learning for Business Analytics

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Lecture 10 Model Deployment in Machine Learning

In-class Material

  1. Slides
  2. Flask Demo
  3. ML Pipeline Demo

Extra Reading

  1. MLOps Zoomcamp

  2. Data Versioning and Reproducible ML with DVC and MLflow

  3. Introduction to DVC: Data Version Control Tool for Machine Learning Projects

  4. End-to-end MLOps with Vertex AI

  5. Introduction to Docker and Kubernetes on GCP

  6. How to Deploy a Machine Learning Model to Google Cloud