TradeRewind

Inspiration

Every trader has faced moments of regret---whether it was selling too early, holding too long, or taking unnecessary risks. I wanted to create a tool that helps traders learn from their past mistakes, analyze their decisions, and improve their future trades with AI-powered insights.

What it does

TradeRewind is an AI-powered trading assistant that:

• Analyzes past trades to detect mistakes, such as early exits or high-risk decisions.
• Forecasts stock trends using historical data and machine learning models.
• Simulates alternative scenarios to show how different decisions could have impacted profits.
• Clusters trading behavior to classify users into different trader types and provide tailored advice.
• Provides AI coaching with personalized tips to refine trading strategies.

How I built it

• Frontend: Streamlit for a simple, interactive UI.
• Data Processing: Pandas and Scikit-Learn for trade analysis.
• Stock Data: Yahoo Finance API for real-time and historical stock data.
• AI & Forecasting: Prophet for time-series forecasting and OpenAI's API for trading insights.
• Hosting: Streamlit Cloud with a custom domain (TradeRewind.tech).

Challenges I ran into

• Ensuring accurate trade mistake detection based on diverse trading behaviors.
• Implementing real-time financial data integration without hitting API rate limits.
• Choosing and implementing a machine learning model for clustering and forecasting

Accomplishments that I'm proud of

• Successfully built a trading mistake analyzer and stock price forecasting in a limited timeframe.
• Integrated AI-driven financial coaching to help traders improve decision-making.
• Created an interactive data visualization dashboard to analyze trade performance.

What I learned

• The importance of behavioral analysis in trading, beyond just numbers.
• How small decision changes can significantly impact financial outcomes.
• Best practices in deploying AI-powered financial applications securely.

What's next for TradeRewind

I plan to expand TradeRewind with more advanced features to make it a comprehensive trading assistant:

• Social hub for day traders : A community feature where traders can share insights, discuss strategies, and learn from each other's mistakes.
• Learn about different strategies: An educational section to explore various trading techniques, risk management strategies, and real-world case studies.
• Geopolitical & Sentiment Analysis: AI-powered insights that analyze global events, news sentiment, and market trends to predict trading risks.
• Risk Assessment Dashboard: A more detailed risk analysis tool to assess trade volatility, diversification levels, and overall portfolio health.
• Enhanced AI Trading Coach:More personalized insights, integrating real-time data and predictive modeling for better decision-making.
• Mobile-friendly version: A lightweight mobile app or responsive UI for easier access on the go.

Built With

• machine-learning
• openai
• prophet
• python
• sklearn
• streamlit
• yfinance