Completed
Intro
Class Central Classrooms beta
YouTube playlists curated by Class Central.
Classroom Contents
Distributed Deep Learning on Apache Mesos with GPUs and Gang Scheduling
Automatically move to the next video in the Classroom when playback concludes
- 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!
