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Classroom Contents
Hands-On Real Time Stream Processing for Machine Learning
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- 1 Intro
- 2 Hello, my name is Alejandro
- 3 The Institute for Ethical Al & Machine Learning
- 4 We are part of the LFAI
- 5 Real Time Reddit Processing
- 6 A trip to the past present: ETL
- 7 Variations
- 8 Specialised Tools
- 9 Batch VS Streaming
- 10 Unifying Worlds Stream (continuously arriving data)
- 11 Streaming Concepts: Windows
- 12 Streaming Concepts: Checkpoin
- 13 Streaming Concepts: Waterman
- 14 Machine Learning Workflow
- 15 Today we're using
- 16 Model Pipeline Components
- 17 Features
- 18 More on EDA & Model Evaluation
- 19 Architecture Overview Kubernetes
- 20 Horizontal & Vertical Scalability Native service orchestration integration besides REST & API protocols
- 21 Code Examples & Links
