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Agentic AIbeginner

AutoGen Data Analyzer GPT: Build an AI-Powered Data Analysis System

Build an automated data analysis system leveraging Microsoft's AutoGen framework to create a team of specialized AI agents. This project guides you through processing CSV data, generating visualizations, and producing comprehensive reports using natural language queries.

9 lectures

What You Will Learn

Using AutoGen Framework for building multi-agent systems
Designing specialized agents with specific roles and system messages
Implementing RoundRobinGroupChat for coordinating multiple agents
Executing code safely using Docker containers
Building automated data analysis pipelines for data loading, cleaning, analysis, and visualization
Generating visualizations programmatically using Matplotlib
Developing chat interfaces for natural language data queries

System Architecture

AutoGen Data Analyzer GPT: Build an AI-Powered Data Analysis System Architecture Diagram

High-level architecture overview of the AutoGen Data Analyzer GPT: Build an AI-Powered Data Analysis System .

What You'll Build

  • Automated data analysis system using AutoGen
  • Team of specialized AI agents for data processing
  • User-friendly web interface for data querying
  • System for generating visualizations and reports from CSV data
AutoGen Data Analyzer GPT: Build an AI-Powered Data Analysis System
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