Automated Machine Learning: building a conveyor

Mikhail Ovchinnikov, Badoo (15.Sep.2018 at 11:50, 40 min)
Talk at Highload fwdays '18 (English - UK)

Rating: 0 of 5

What is the most difficult part of the machine learning process? Data collection? Feature Engineering? Model selection and tuning? Deploy and monitoring? What if you have a whole bunch of models, and business requires you to continuously improve, experiment, re-train and integrate models? And what if you are not even a Data Scientist?

In this talk:

How to not be drown in chaos, and build structured ML-integration process in a large company
Taking a close look at what can be automated (spoiler: everything)
Discussing "conveyor" taking ideas as input can make a great impact on business metrics, through fast and convenient machine learning integration
What can we achieve by using very basic and simple models

Who are you?

Claim talk

Talk claims have been moved to the new Joind.in site.

Please login to the new site to claim your talk

Want to comment on this talk? Log in or create a new account or comment anonymously

Write a comment

 
Please note: you are not logged in and will be posting anonymously!
= six minus five
 
No comments yet.
© Joind.in 2018