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AutoGen Multi-Agent Technology automates workflows with AI agents, enabling data analysis, real-time visualization, and simulations. It integrates with machine learning, APIs, and predictive analytics for applications in trading, gaming, and decision-making.

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kivanc57/autogen_multiagent

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AUTOGEN MULTI-AGENT

OVERVIEW 👁️

AutoGen Multi-Agent represents a cutting-edge approach to AI-driven automation, designed to enhance efficiency, scalability, and intelligence in various domains. This repository showcases its capabilities through data analysis, real-time visualization, and interactive simulations.

By leveraging autonomous AI agents, AutoGen streamlines complex workflows, reducing manual intervention and enabling automated decision-making. Whether applied to financial analytics, real-time simulations, or AI-enhanced gaming, this technology adapts dynamically to different environments and user requirements.

CORE FEATURES

AI-ENHANCED DATA ANALYSIS

  • 📊 Automated Stock Price Charting: Fetches, processes, and visualizes real-time stock price data using the Alpha Vantage API.
  • 📈 Time-Series Forecasting: AI agents analyze financial trends and generate predictive insights to assist in decision-making.
  • 🗂 Data Processing & Structuring: Leverages Pandas for efficient data wrangling, structuring, and transformation.
  • 🔄 Real-Time Data Updates: Ensures continuous synchronization with market data for up-to-date insights.
  • 📡 API-Driven Insights: Seamlessly integrates with various data sources for broader analysis.

REAL-WORLD APPLICATIONS 🦾

🔹 Algorithmic Trading: Automates stock market analysis and decision-making.

🔹 AI-Driven Gaming: Enhances gaming mechanics with intelligent automation.

🔹 Data-Driven Decision Support: AI-assisted strategic planning for businesses.

🔹 Automated Research & Reporting: Generates AI-driven reports and predictive analytics.

TECHNOLOGY STACK 💻🖱️

  • AutoGen AI Agents: A multi-agent system enabling collaboration between AI-driven components.
  • Pandas & Matplotlib: Utilized for data visualization and statistical analysis.
  • Turtle & Pygame: Provides a robust game development framework.
  • REST API Integration: Facilitates real-time data fetching and processing.

DEPLOYMENT & EXECUTION

  1. Clone the Repository:
    git clone https://github.com/kivanc57/autogen_multiagent
    cd autogen_multiagent
  2. Install Dependencies:
    pip install -r requirements.txt
  3. Run Each Individual Project by doing:
    cd {folder_name}
    python main.py

CONTACT 📜

For improvements or issues, feel free to contribute or reach out!

About

AutoGen Multi-Agent Technology automates workflows with AI agents, enabling data analysis, real-time visualization, and simulations. It integrates with machine learning, APIs, and predictive analytics for applications in trading, gaming, and decision-making.

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