ML Crash Course + Code Sprint

17 Jun 2019, 08:30 → 21 Jun 2019, 17:00 America/Los_Angeles

53/3-3002 - Almanor (SLAC)

Kazuhiro Terao (SLAC)

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

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

 

Monday, 17 June

Q&A - Morning

For questions on preparation materials

Convener: Kazuhiro Terao (SLAC)

Morning

Convener: Kazuhiro Terao (SLAC)

1 Introduction

Speaker: Kazuhiro Terao (SLAC)

Two Slides Intro

2 ML Crash Course - Part 1

Speaker: Kazuhiro Terao (SLAC)

NN Crash Course

10:00 Break

3 ML Crash Course - Part 2

Speaker: Kazuhiro Terao (SLAC)

NN Crash Course

4 Hands-on: MNIST + MLP

Speaker: Kazuhiro Terao (SLAC)

Hands-on Intro

Notebook: kworkshop package

Notebook: MNIST + MLP

5 Hands-on: Failure of MLP on Images

Speaker: Kazuhiro Terao (SLAC)

Notebook: Translationa-MNIST

Q&A - Lunch

For materials covered in the morning

Convener: Kazuhiro Terao (SLAC)

Afternoon

Convener: Kazuhiro Terao (SLAC)

6 ML Crash Course - CNN

Speaker: Kazuhiro Terao (SLAC)

NN Crash Course CNN

7 Hands-on: MNIST + CNN

Speaker: Kazuhiro Terao (SLAC)

Notebook: MNIST + CNN

Notebook: T-MNIST + CNN

14:30 Break

8 ML Crash Course: Tips for Training Deep Neural Nets

Speaker: Kazuhiro Terao (SLAC)

Training DNN

9 Hands-on: CIFAR + Deep CNN

Speaker: Kazuhiro Terao (SLAC)

Notebook: CIFAR-10 + CNN

Notebook: CIFAR-10 + ResNet

16:00 Break

10 Hands-on: Training Custom Data

Speaker: Kazuhiro Terao (SLAC)

Q&A - Afternoon

For materials covered in the afternoon

Convener: Kazuhiro Terao (SLAC)

Tuesday, 18 June

Huddle

Convener: Kazuhiro Terao (SLAC)

Morning

Convener: Kazuhiro Terao (SLAC)

11 Introduction to Day 2

Speaker: Kazuhiro Terao (SLAC)

12 Software Container

Speaker: Kazuhiro Terao (SLAC)

Software Container

10:15 Break

13 Training DNN

Speaker: Kazuhiro Terao (SLAC)

14 Code Sprint

Speaker: Kazuhiro Terao (SLAC)

15 Code Sprint

Speaker: Kazuhiro Terao (SLAC)

Afternoon

Convener: Kazuhiro Terao (SLAC)