))
LightAutoML: AutoML Solution for a Large Financial Services Ecosystem
Manage episode 420562045 series 2954468
Content provided by Rob. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Rob or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
We present an AutoML system called LightAutoML developed for a large European financial services company and its ecosystem satisfying the set of idiosyncratic requirements that this ecosystem has for AutoML solutions. Our framework was piloted and deployed in numerous applications and performed at the level of the experienced data scientists while building high-quality ML models significantly faster than these data scientists. We also compare the performance of our system with various general-purpose open source AutoML solutions and show that it performs better for most of the ecosystem and OpenML problems. We also present the lessons that we learned while developing the AutoML system and moving it into production.
2021: Anton Vakhrushev, A. Ryzhkov, M. Savchenko, Dmitry Simakov, Rinchin Damdinov, Alexander Tuzhilin
https://arxiv.org/pdf/2109.01528
…
continue reading
2021: Anton Vakhrushev, A. Ryzhkov, M. Savchenko, Dmitry Simakov, Rinchin Damdinov, Alexander Tuzhilin
https://arxiv.org/pdf/2109.01528
298 episodes
Share
