{"repo":"eZWALT/eZAutoML","free":true,"listed":false,"github":"https://github.com/eZWALT/eZAutoML","clone":"git clone https://github.com/eZWALT/eZAutoML.git","description":"A Democratized, lightweight and modern framework for Python Automated Machine Learning","language":"Python","stars":51,"topics":["automl","automl-python","data-pipeline","distributed-systems","lightgbm","machine-learning","python3","scalability","scikit-learn","xgboost"],"license":"BSD-3-Clause","category":"machine-learning","readme_excerpt":"eZAutoML Overview eZAutoML is a framework designed to make Automated Machine Learning (AutoML) accessible to everyone. It provides an incredible easy to use interface based on Scikit-Learn API to build modelling pipelines with minimal effort. The framework is built around a few core concepts: 1. Optimizers : Black-box optimization methods for hyperparameters. 2. Easy Tabular Pipelines : Simple domain-specific language to describe pipelines for preprocessing and model training. 3. Scheduling : Work in progress; this feature enables horizontal scalability from a single computer to datacenters by using airflow executors. Installation Package Distribution The latest version of eZAutoML can be installed via PyPI or from source. Install from source To install from source, you can clone this repo and install with pip : Usage Command Line Interface Not only it can be used programatically but we provide an extremely lightweight CLI api to instantiate tabular AutoML pipelines with just a single command, for example: Options: - dataset: Path to the dataset file (CSV, parquet...) - target: The target column name for prediction - task: Task type: classification/c or regression/r - search: Black-box optimization algorithm to perform - output: Directory to save the output models/results - trials: Maximum number of trials inside an optimiation algorithm - verbose: Increase logging verbosity - version: Show the current version For more detailed help, use: There are future features that are st","default_branch":null,"files":null,"tree":[],"storefront":"/r/eZWALT","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/eZWALT/eZAutoML/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."}