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Classroom Contents
Shopify's Machine Learning Platform Journey: Building Merlin with Open Source Tools
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- 1 Intro
- 2 ML Platform goals
- 3 Background
- 4 Merlin Timeline
- 5 Merlin Early Vision
- 6 What is Ray?
- 7 Installing Ray
- 8 Ray Dashboard
- 9 Simple Ray Program
- 10 Tasks vs. Actors
- 11 Train Model with Ray XGBoost
- 12 ML Platform on Ray
- 13 Distributed Computation with Merlin Workspaces
- 14 Merlin Architecture
- 15 Merlin API
- 16 Merlin Workspace Details
- 17 Connecting to Merlin Workspaces
- 18 Isolating Merlin Workspaces
- 19 Structure of Merlin Project
- 20 Configuring a Merlin Project
- 21 Merlin CLI
- 22 Orchestration
- 23 User Workflow in Merlin
- 24 Balance
- 25 Building != Maintaining
- 26 Migration
- 27 What did we cover?
- 28 Acknowledgements
