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Introduction
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Classroom Contents
Git-Based CI-CD for ML
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- 1 Introduction
- 2 The problem
- 3 The siloed approach
- 4 The production approach
- 5 What do we need to do
- 6 Problem 1 Silos
- 7 Operational Pipeline
- 8 Transformation
- 9 Serverless
- 10 Four Big Pillars
- 11 Feature Store
- 12 Operations Store
- 13 Realtime Pipeline
- 14 CICD Automation
- 15 ML Project
- 16 Pipeline Exports
- 17 ML Run
- 18 Training
- 19 Demo
- 20 Deploy serving function
- 21 Build topology
- 22 Mock server
- 23 Pipeline notebook
- 24 Pipeline workflow
