MADS
github.com
A multi-agent framework that enable users to perform a data science pipeline with just two inputs
Описание
MADS is a project developed by AI Flow Solutions that enables users to systematically perform a data science pipeline with just two inputs: a problem description and a CSV file containing data. The MADS framework orchestrates a multi-agent system that generates predictions, produces a detailed report on the data, and trains a machine learning model. The next phase of this project will introduce complexity by incorporating reinforcement learning to enhance the performance of each agent. Currently, this project is being developed on top of the Autogen framework.
Возможности
Generate analysis report, Generate machine learning model trained, Generate predictions, Perform automatically a data science pipeline
Сценарии использования
Helping Data Scientists Automate Their Work, Providing an Easy Way for Non-Technical Users to Generate Predictions, Rapid Prototyping of Machine Learning Models, Compliance and Reporting Automation, Accelerating Business Decision-Making
Характеристики
| Тип | Агент |
| Категория | Данные и аналитика |
| Цена | бесплатно |
| Платформа | Командная строка |
| Системы | cli, api, web |
| Язык сайта | en |
| GitHub | aiflowsolutions/mads |
| Рейтинг | 0.00 (0 отзывов) |
| Просмотры | 703 |
| Запуск | 2024-08-12 |
