{"repo":"sb-ai-lab/LightAutoML","free":true,"listed":false,"github":"https://github.com/sb-ai-lab/LightAutoML","clone":"git clone https://github.com/sb-ai-lab/LightAutoML.git","description":"Fast and customizable framework for automatic ML model creation (AutoML)","language":"Python","stars":1472,"topics":["automl","data-science","machine-learning","python","automated-machine-learning","automatic-machine-learning","automl-algorithms","binary-classification","kaggle","lama"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Documentation Installation Examples Telegram chat Telegram channel LightAutoML (LAMA) allows you create machine learning models using just a few lines of code, or build your own custom pipeline using ready blocks. It supports tabular, time series, image and text data. Authors: Alexander Ryzhkov, Anton Vakhrushev, Dmitry Simakov, Rinchin Damdinov, Vasilii Bunakov, Alexander Kirilin, Pavel Shvets. Quick tour There are two ways to solve machine learning problems using LightAutoML: Ready-to-use preset: As a framework: LightAutoML framework has a lot of ready-to-use parts and extensive customization options, to learn more check out the resources section. Resources Kaggle kernel examples of LightAutoML usage: - Tabular Playground Series April 2021 competition solution - Titanic competition solution (80% accuracy) - Titanic 12-code-lines competition solution (78% accuracy) - House prices competition solution - Natural Language Processing with Disaster Tweets solution - Tabular Playground Series March 2021 competition solution - Tabular Playground Series February 2021 competition solution - Interpretable WhiteBox solution - Custom ML pipeline elements inside existing ones - Custom ML pipeline elements inside existing ones - Tabular Playground Series November 2022 competition solution with Neural Networks Google Colab tutorials and other examples: - Tutorial 1 basics.ipynb - get started with LightAutoML on tabular data. - Tutorial 2 WhiteBox AutoWoE.ipynb - creating interpretable mode","default_branch":null,"files":null,"tree":[],"storefront":"/r/sb-ai-lab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/sb-ai-lab/LightAutoML/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}