M

MADS

A multi-agent framework that enable users to perform a data science pipeline with just two inputs

Data Analysis
Technology
Free
Open Source

Overview: MADS

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.

Key Features

  • Generate analysis report
  • Generate machine learning model trained
  • Generate predictions
  • Perform automatically a data science pipeline

Use Cases

  • 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

AI Agent Details

Created by: AI Flow Solutions

Category: Data Analysis

Industry: Technology

Pricing Model: Free

Access: Open Source

Added on: 8/12/2024

Tags:

Data Science
Machine Learning
Automation
Multi-agent system
Open-source
AI framework

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