AI-Driven Hedge Fund & Financial Data System Development

AI-Driven Hedge Fund & Financial Data System Development

Project Overview

In this confidential project, I played a pivotal role in developing an advanced, multi-agent AI infrastructure for real-time financial analysis. The initiative focused on harnessing predictive insights by integrating diverse financial data sources, setting the stage for dynamic and data-driven decision-making in an AI-powered hedge fund environment.

Key Responsibilities & Achievements

Data Integration:

  • Python Library Development:
    Engineered a robust Python library to seamlessly connect with leading financial data providers, ensuring smooth integration with platforms such as Perigon, Polygon.io, and FactSet.
  • Web Automation & ORM:
    Implemented efficient web automation for data extraction and established ORM functionality for streamlined database management.
  • AI-Driven Analysis:
    Developed a network of AI agents, including a central routing agent that intelligently delegated tasks and aggregated responses, enhancing the overall financial analysis capabilities.

API Development:

  • FastAPI-Based API:
    Designed and optimized a secure FastAPI-based API to facilitate reliable data access and support critical system functionalities.
  • Feature-Rich Integration:
    Incorporated innovative features such as real-time news feed retrieval, AI-powered chat interactions, and a user feedback mechanism.
  • Security & Data Management:
    Integrated AWS Cognito for robust authentication and utilized PostgreSQL to ensure efficient data storage and retrieval.

Automated Data Pipelines:

  • ETL Automation:
    Developed automated ETL pipelines using AWS Step Functions and the Serverless Framework, significantly improving data processing efficiency.
  • Revenue Analysis Automation:
    Spearheaded the automation of revenue breakdown analysis, incorporating custom data extraction, mapping, and normalization techniques for enhanced aggregation.

Additional Contributions:

  • Performance & Security Enhancements:
    Implemented optimizations across data extraction processes, API interactions, and pipeline components to boost performance and security.
  • Modular Architecture:
    Established a scalable and modular system architecture that supports seamless data integration and continuous AI application development.
  • Advanced AI Workflows:
    Developed AI-driven workflows for financial content processing and summarization, further elevating the system's analytical capabilities.

Note: Due to the sensitive nature of this project, all specific details have been kept under strict confidentiality. The focus here is on demonstrating the high-impact contributions and innovative technical solutions implemented throughout the engagement.

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Client Name
Under NDA
Industry
Fintech
Duration
13 months
Tools
Multi-agent AI system
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