In this tutorial, we are going to talk about how to automatically create ML models in several lines of code using the open-source framework LightAutoML for the Titanic Survival competition on Kaggle.
At the end of 2020 open-source python library LightAutoML was released by the AutoML Team at Sber AI Lab as an Automated Machine Learning (AutoML) framework. It is designed to be lightweight and efficient for various tasks (binary/multiclass classification and regression) on tabular datasets, which contains different types of features: numeric, categorical, dates, texts etc.
LightAutoML installation is pretty simple —
pip install -U lightautoml
Official LightAutoML documentation
Kaggle Competitions Grandmaster, the head of AutoML Team at Sber AI Lab.