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Accelerating Development Velocity of Production ML Systems with Docker
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- 1 Introduction
- 2 What is Pinterest
- 3 Evolution of Pinterest
- 4 Machine Learning at Pinterest
- 5 How many people use Pinterest
- 6 Pinterest Home Feed
- 7 Ranking Model
- 8 Ranking Model Evolution
- 9 Current Model
- 10 Mobile Development Lifecycle
- 11 Collecting Training Data
- 12 Important Decisions
- 13 Labels and Sampling
- 14 Automated Training
- 15 ROC AUC
- 16 A B Experiment
- 17 Food analogy
- 18 Dependency Health
- 19 Debug Framework
- 20 Docker Compose
- 21 Edward Murphy
- 22 Demo
- 23 Where to find me
- 24 QA Time
