LightAutoML is a Python framework for automated machine learning that handles tabular, time series, image, and text data. It provides ready-to-use presets for quick ML model building as well as customizable pipeline components. Users can either use simplified high-level APIs to generate models with minimal code or construct custom AutoML pipelines from pre-built blocks for fine-grained control over model selection, feature engineering, and ensemble methods.