Inspiration
Stocks are a great way to grow wealth, but navigating the stock market can be daunting for beginners and time-consuming for experienced investors. We wanted to create a solution that simplifies stock analysis and empowers users with actionable insights powered by AI.
What it does
Stocky.AI is an intelligent stock analysis platform that leverages AI to provide real-time insights, personalized recommendations, and advanced analytics. Whether you're a novice or a seasoned investor, Stocky.AI helps you make informed investment decisions by aggregating news, analyzing trends, and offering actionable strategies tailored to your preferences.
How we built it
We built Stocky.AI using a combination of:
- Data Scraping: We used Yahoo Finance to gather stock data.
- Data Analysis: Leveraged the Finnhub API for real-time stock market data, news, and analytics.
- AI/ML Models: Built predictive models using TensorFlow and scikit-learn to identify patterns and trends in stock performance for the stock predictor and stock recommender.
- Frontend: Dynamic CSS, HTML, and JavaScript for a seamless and interactive user experience. Flask was used to connect the frontend to the backend.
Challenges we ran into
- Integrating real-time data from multiple sources and ensuring consistency.
- Training AI models to provide accurate and reliable stock recommendations.
- Integrating the frontend and backend seamlessly.
Accomplishments that we're proud of
- Designing a responsive and intuitive interface that caters to diverse user needs.
- Establishing a real-time connection between the Finnhub API and the project to deliver the latest financial news.
What we learned
- Advanced machine learning techniques for financial data analysis.
- Complex tech stack architecture.
What's next for Stocky.AI
- Expense Manager: An advanced system for managing expenses.
- Crypto Miners: Adding tools for cryptocurrency analysis and mining.
- And much more!
Built With
- css3
- html
- javascript
- python
- sk-learn
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