Others

LightAutoML crash courses

(Russian) AutoML course for OpenDataScience community

Video guides

• (Russian) LightAutoML webinar for Sberloga community (Alexander Ryzhkov), Dmitry Simakov)

• (Russian) LightAutoML hands-on tutorial in Kaggle Kernels (Alexander Ryzhkov)

• (English) Automated Machine Learning with LightAutoML: theory and practice (Alexander Ryzhkov)

• (English) LightAutoML framework general overview, benchmarks and advantages for business (Alexander Ryzhkov)

• (English) LightAutoML practical guide - ML pipeline presets overview (Dmitry Simakov)

Papers

Anton Vakhrushev, Alexander Ryzhkov, Dmitry Simakov, Rinchin Damdinov, Maxim Savchenko, Alexander Tuzhilin “LightAutoML: AutoML Solution for a Large Financial Services Ecosystem”. arXiv:2109.01528, 2021.

Articles about LightAutoML

• (English) LightAutoML vs Titanic: 80% accuracy in several lines of code (Medium)

• (English) Hands-On Python Guide to LightAutoML – An Automatic ML Model Creation Framework (Analytic Indian Mag)