Practical Tips for Managing ML/DL Experiments Iman Mirzadeh - - PowerPoint PPT Presentation

▶
practical tips for managing ml dl experiments
SMART_READER_LITE
LIVE PREVIEW

Practical Tips for Managing ML/DL Experiments Iman Mirzadeh - - PowerPoint PPT Presentation

Sep 21, 2022 337 likes •529 views

Practical Tips for Managing ML/DL Experiments Iman Mirzadeh Disclaimer: The master theme for this presentation is borrowed and edited from DM theme. Introduction What is this talk about? What is this talk about?

slide-1
SLIDE 1

Practical Tips for Managing ML/DL Experiments

Iman Mirzadeh

Disclaimer: The master theme for this presentation is borrowed and edited from DM theme.

slide-2
SLIDE 2

Introduction

slide-3
SLIDE 3

What is this talk about?

slide-4
SLIDE 4

What is this talk about?

  • ○

○

  • ○

○

slide-5
SLIDE 5

What is this talk about?

  • ○

○ ○

slide-6
SLIDE 6

Implementation Phase

slide-7
SLIDE 7

What we do

  • What we should do
slide-8
SLIDE 8

Guidelines

  • Clean code

○ ■ ■ ■

  • Backup/version monitoring:

○ Use git

slide-9
SLIDE 9

Case study: A-GEM

https://github.com/facebookresearch/agem/

slide-10
SLIDE 10

Running/Reporting Phase

slide-11
SLIDE 11

What we do

  • What we should do
slide-12
SLIDE 12
slide-13
SLIDE 13

Example: Hyper-param tuning

slide-14
SLIDE 14

Experiment management with comet.ml

slide-15
SLIDE 15

Vast.ai for GPU machines

slide-16
SLIDE 16

Final Tips

slide-17
SLIDE 17

Final Tips

  • ○

○

  • ○

○ ○

slide-18
SLIDE 18

Contact: seyediman.mirzadeh@wsu.edu

Thank You!