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ML system
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zhangruiskyline committed Aug 11, 2018
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**Table of Contents** *generated with [DocToc](https://github.com/thlorenz/doctoc)*

- [System Stack overview](#system-stack-overview)
- [Deep Learning Programming Style](#deep-learning-programming-style)
- [Symbolic vs. Imperative Programs](#symbolic-vs-imperative-programs)
- [Imperative Programs Tend to be More Flexible](#imperative-programs-tend-to-be-more-flexible)
- [Symbolic Programs Tend to be More Efficient](#symbolic-programs-tend-to-be-more-efficient)
- [Case Study: Backprop and AutoDiff](#case-study-backprop-and-autodiff)
- [GPU in DeepLearning](#gpu-in-deeplearning)
- [GPU architecture](#gpu-architecture)
- [GPU vs CPU](#gpu-vs-cpu)
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- [mutation aware scheduler](#mutation-aware-scheduler)
- [Queue based Implementation of scheduler](#queue-based-implementation-of-scheduler)
- [Model parallelization](#model-parallelization)
- [Summary](#summary)
- [Distributed Machine Learning](#distributed-machine-learning)
- [Deep learning computation model](#deep-learning-computation-model)
- [model parallelism vs data parallelism](#model-parallelism-vs-data-parallelism)
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