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Data Management - Full Stack Deep Learning - March 2019
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- 1 Introduction
- 2 Data Flywheel: an initial manually labeled dataset enables self- improvement with user data
- 3 Roadmap
- 4 Training the annotators is crucial
- 5 Sources of Labor
- 6 Service Companies
- 7 Software
- 8 Data Storage
- 9 Database scalable storage and retrieval of structured data
- 10 Data Lake
- 11 What goes where
- 12 Data Versioning
- 13 Level 2
- 14 Motivational Example We have to train a photo popularity predictor every night.
- 15 Task Dependencies
- 16 Makefile limitations
- 17 Luigi and Airflow
