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STALK

A stock price prediction platform that analyzes real-time news and tweets to predict stock movements. Runner-up at EO YouTube Hackathon.

🄈 Runner-up - EO YouTube Hackathon

STALK is a stock price prediction platform that combines "Stock" and "Stalking" to analyze real-time market sentiment and predict stock movements.

šŸŽÆ What it does

  • Analyzes real-time news articles and social media tweets
  • Uses AI to process market sentiment and social signals
  • Predicts potential movements of specific stocks based on gathered data
  • Provides insights for traders and investors

šŸ› ļø Tech Stack

  • Frontend: React
  • Backend: Python Django
  • AI/ML: Natural Language Processing for sentiment analysis
  • Data Sources: News APIs, Twitter API
  • Database: PostgreSQL

ā° Challenge

Built under intense 24-hour hackathon constraints, this project tested not only technical skills but also time management and team coordination abilities.

šŸ“š Key Learning

Even though we achieved runner-up position, this hackathon taught me a crucial lesson: delivery and communication are just as critical as quality.

The experience highlighted that:

  • Technical excellence alone isn't enough
  • Presentation skills are essential for project success
  • Preparation for demos is as important as the development itself

šŸš€ Technical Innovation

Successfully implemented real-time data processing and sentiment analysis within the hackathon timeframe, demonstrating ability to rapidly prototype complex AI-driven financial tools.

šŸ’” Growth Moment

This project became a pivotal learning experience about the importance of communication in tech. It reinforced that building great products is only half the battle - effectively communicating their value is equally crucial.