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Scaling Python for Machine Learning - Beyond Data Parallelism
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- 1 Intro
- 2 Probable relevant biases
- 3 Quick refresher on data parallelism
- 4 What do distributed tasks look like?
- 5 Dask distributed tasks
- 6 Ray distributed tasks
- 7 How are they different & same?
- 8 Task fault tolerance
- 9 Does Spark have tasks & actors?
- 10 Ray Diagram
- 11 Ray actor fault tolerance
- 12 What's up with Ray & Netflix?
- 13 Dask actor fault tolerance
- 14 Outro