Enabling Super Fast DS Research using AutoML

Assaf Klein Assaf Klein
Hila Weisman Zohar Hila Weisman Zohar
Language: Hebrew
video in Hebrew
The presentation was given on 2021.05.02 at PyCon Israel 2021.

AutoML is a python driven tool we built in Outbrain Recommendations group. In this talk we'll share motivation for creating this tool, describe the general architecture and do a live short demo.

Recently Outbrain CTR prediction system was heavily reworked. In this talk, we will share our key enabler in this journey, a Python-based AutoML engine which allows data scientists to perform faster offline research iterations. This tool is a robust and highly parallel search engine built solely in Python. In this talk we'll share the motivation for building this tool, go through the general architecture and showcases some of its capabilities in a live demo.