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Classroom Contents
Testing and Deployment - Full Stack Deep Learning - March 2019
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- 1 Introduction
- 2 Outline
- 3 Project Structure
- 4 Machine Learning
- 5 AB Testing
- 6 Evaluation Tests
- 7 Research
- 8 Software Engineering
- 9 Validation
- 10 Distribution shifts
- 11 Continuous integration and testing
- 12 Software services
- 13 Virtual Machine
- 14 Docker Container
- 15 Dockerfile
- 16 Docker Hub
- 17 REST API
- 18 Prediction System
- 19 Deployment Options
- 20 Load Balancer
- 21 Dependency
- 22 Serverless
- 23 rollback
- 24 startup time
- 25 CPU only deployment
- 26 Batch deployment
- 27 Algorithmic deployment
