ML Crash Course + Code Sprint

Name: ML Crash Course + Code Sprint
Start: 2019-06-17T08:30:00-07:00
End: 2019-06-21T17:00:00-07:00
Location: SLAC

Jun 17, 2019, 8:30 AM → Jun 21, 2019, 5:00 PM America/Los_Angeles

53/3-3002 - Almanor (SLAC)

53/3-3002 - Almanor

SLAC

2575 Sand Hill Rd. Menlo Park, CA 94025

Kazuhiro Terao (SLAC)

Description

Remote (zoom): https://stanford.zoom.us/j/113438205

Details: https://web.stanford.edu/~kterao/2019-06-17-WorkshopInfo

Mon, June 17
- Mon, Jun 17
- Tue, Jun 18
- 8:30 AM → 9:00 AM
  
  Q&A - Morning
  
  For questions on preparation materials
  
  Convener: Kazuhiro Terao (SLAC)
- 9:00 AM → 12:00 PM
  Morning
  
  Convener: Kazuhiro Terao (SLAC)
  - 9:05 AM
    
    Introduction 10m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Two Slides Intro
  - 9:20 AM
    
    ML Crash Course - Part 1 40m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    NN Crash Course
  - 10:00 AM
    
    Break 10m
  - 10:10 AM
    
    ML Crash Course - Part 2 40m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    NN Crash Course
  - 10:50 AM
    
    Hands-on: MNIST + MLP 40m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Hands-on Intro
    
    Notebook: kworkshop package
    
    Notebook: MNIST + MLP
  - 11:30 AM
    
    Hands-on: Failure of MLP on Images 30m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Notebook: Translationa-MNIST
- 1:00 PM → 1:30 PM
  
  Q&A - Lunch
  
  For materials covered in the morning
  
  Convener: Kazuhiro Terao (SLAC)
- 1:30 PM → 4:40 PM
  Afternoon
  
  Convener: Kazuhiro Terao (SLAC)
  - 1:30 PM
    
    ML Crash Course - CNN 40m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    NN Crash Course CNN
  - 2:10 PM
    
    Hands-on: MNIST + CNN 20m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Notebook: MNIST + CNN
    
    Notebook: T-MNIST + CNN
  - 2:30 PM
    
    Break 10m
  - 2:40 PM
    
    ML Crash Course: Tips for Training Deep Neural Nets 40m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Training DNN
  - 3:20 PM
    
    Hands-on: CIFAR + Deep CNN 40m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Notebook: CIFAR-10 + CNN
    
    Notebook: CIFAR-10 + ResNet
  - 4:00 PM
    
    Break 10m
  - 4:10 PM
    
    Hands-on: Training Custom Data 30m
    
    Speaker: Kazuhiro Terao (SLAC)
- 4:40 PM → 5:10 PM
  
  Q&A - Afternoon
  
  For materials covered in the afternoon
  
  Convener: Kazuhiro Terao (SLAC)
Tue, June 18
- Mon, Jun 17
- Tue, Jun 18
- 9:00 AM → 9:30 AM
  
  Huddle
  
  Convener: Kazuhiro Terao (SLAC)
- 9:30 AM → 5:00 PM
  Morning
  
  Convener: Kazuhiro Terao (SLAC)
  - 9:30 AM
    
    Introduction to Day 2 15m
    
    Speaker: Kazuhiro Terao (SLAC)
  - 9:45 AM
    
    Software Container 30m
    
    Speaker: Kazuhiro Terao (SLAC)
    
    Software Container
  - 10:15 AM
    
    Break 10m
  - 10:25 AM
    
    Training DNN 35m
    
    Speaker: Kazuhiro Terao (SLAC)
  - 11:00 AM
    
    Code Sprint 1h
    
    Speaker: Kazuhiro Terao (SLAC)
  - 1:00 PM
    
    Code Sprint 4h
    
    Speaker: Kazuhiro Terao (SLAC)
- 1:00 PM → 5:00 PM
  
  Afternoon
  
  Convener: Kazuhiro Terao (SLAC)

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ML Crash Course + Code Sprint

53/3-3002 - Almanor

SLAC