The Levers of Deep Learning

• The Levers of Deep Learning
  • Intro
  • The Data
  • The Model
  • Fitting vs. Fine-Tuning
  • 1cycle Policy and the Learning Rate Finder
  • Discriminative Learning Rates
  • Tables
  • Tweetcards
  • Footnotes

The Levers of Deep Learning

Intro

The Data

The Model

Fitting vs. Fine-Tuning

1cycle Policy and the Learning Rate Finder

Discriminative Learning Rates

from fastai.vision.all import *
path = untar_data(URLs.PETS)
Path.BASE_PATH = path

Formatting text as shell commands:

echo "hello world"
./some_script.sh --option "value"
wget https://example.com/cat_photo1.png

Formatting text as YAML:

key: value
- another_key: "another value"

Tables

Column 1	Column 2
A thing	Another thing

Tweetcards

Altair 4.0 is released! https://t.co/PCyrIOTcvv
Try it with:

pip install -U altair

The full list of changes is at https://t.co/roXmzcsT58 ...read on for some highlights. pic.twitter.com/vWJ0ZveKbZ

— Jake VanderPlas (@jakevdp) December 11, 2019

Footnotes