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yvesdhondt-calhacksstockly's Introduction

Cal Hacks 2023 - Stockly

MVP for a Retail Investment Advisor Powered by LLMs

Index

  1. Key Problems Tackled
  2. Key Tools Used
  3. Product Demo
  4. Pitch Deck
  5. MVP Screenshots

Key Problems Tackled

  • Large amount of textual data
    • News data
    • Dense financial reports
  • Large amount of numerical data
    • Financial time series are notoriously noisy
    • Requires good understanding of statistics & time series methods
  • Quant finance models are gate kept
    • The average retail investor does not have the resources or know-how to utilize advanced recommendation & asset allocation models

Key tools used

  • Python
  • GPT (current LLM used in the product)
  • langhcain (support with large context windows)
  • streamlit (user interface)
  • pandas/numpy/plotly/seaborn (data visualization)
  • (TBD) scikit-learn/pytorch (needed in the future to suport dynamic quant models)

Product Demo

stockly_demo.mp4

Pitch deck

Product screenshots

Landing Page

Custom Price/Volume Chart

News Sentiment

Peer Finder

Risk Analysis on SEC Filings

Revenue/Income Insights from SEC Filings

yvesdhondt-calhacksstockly's People

Contributors

yvesdhondt avatar

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