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Can We Do Better?
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Classroom Contents
Distributed Deep Learning on Apache Mesos with GPUs and Gang Scheduling
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- 1 Intro
- 2 Deep Learning @ UBER
- 3 Self-Driving Vehicles
- 4 Trip Forecasting
- 5 Fraud Detection
- 6 Why Distributed Deep Learning?
- 7 How Distributed Deep Learning Works
- 8 Why Mesos?
- 9 Mesos Support for GPUs
- 10 Mesos Nested Containers
- 11 What is Missing?
- 12 Peloton Overview
- 13 Peloton Architecture
- 14 Elastic GPU Resource Management
- 15 Resource Pools
- 16 Gang Scheduling
- 17 Placement Strategies
- 18 Why TensorFlow?
- 19 Architecture for Distributed TensorFlow on Mesos
- 20 Can We Do Better?
- 21 Architecture for Horovod on Mesos
- 22 Distributed Training Performance with Horovod
- 23 What About Usability?
- 24 Giving Back
- 25 Thank you!
