Find the code here: https://github.com/thepycoder/urbansounds8k

ClearML in the real world, without the marketing fluff.

Watch along as we show how ClearML integrates with this audio classification use case. Get lots of tips, tricks and inspiration on the use of the experiment manager and remote agents for use in your own day-to-day life as a data scientist.

Chapters:

0:00 Intro

0:23 Project context

2:00 Code overview

2:23 Task init

2:53 get_data.py

5:53 preprocessing.py

7:55 training.py

10:54 UI - filtering and sorting

12:58 UI - dataset versioning

13:53 UI - experiment details

17:28 UI - create leaderboard

18:43 Training a new model

21:30 Comparing experiments

24:08 Remotely retrain using agent

28:41 Sharing an experiment

29:20 Outro