{"repo":"blobcity/autoai","free":true,"listed":false,"github":"https://github.com/blobcity/autoai","clone":"git clone https://github.com/blobcity/autoai.git","description":"Python based framework for Automatic AI for Regression and Classification over numerical data. Performs model search, hyper-parameter tuning, and high-quality Jupyter Notebook code generation.","language":"Python","stars":186,"topics":["automl","codegen","ai","ml","autoai","machine-learning","deep-learning","python"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"BlobCity AutoAI A framework to find the best performing AI/ML model for any AI problem. Works for Classification and Regression type of problems on numerical data. AutoAI makes AI easy and accessible to everyone. It not only trains the best-performing model but also exports high-quality code for using the trained model. The framework is currently in beta release, with active development being still in progress. Please report any issues you encounter. Getting Started Y column is the name of the target column. The column must be present within the data provided. Automatic inference of Regression / Classification is supported by the framework. Data input formats supported include: 1. Local CSV / XLSX file 2. URL to a CSV / XLSX file 3. Pandas DataFrame Pre-processing The framework has built-in support for several data pre-processing techniques, such as imputing missing values, column encoding, and data scaling. Pre-processing is carried out automatically on train data. The predict function carries out the same pre-processing on new data. The user is not required to be concerned with the pre-processing choices of the framework. One can view the pre-processing methods used on the data by exporting the entire model configuration to a YAML file. Check the section below on \"Exporting to YAML.\" Feature Selection AutoAI automatically performs a feature selection on input data. All features (except target) are potential candidates for the X input. AutoAI will automatically remove ID / P","default_branch":null,"files":null,"tree":[],"storefront":"/r/blobcity","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/blobcity/autoai/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."}