📌 About the Project

This AI-powered cryptocurrency trading platform is designed to simplify buying, selling, and tracking digital assets in real-time. Built with React and FastAPI, it features an intuitive dashboard that provides live market data, analytics, and portfolio management tools. The platform’s mission is to make crypto trading accessible to all by leveraging automation and data-driven insights.

✨ Inspiration

The idea for this project stemmed from the increasing complexity of cryptocurrency markets and the need for a user-friendly trading solution. We wanted to build a system that empowers both beginners and experienced traders, offering them real-time market insights and AI-driven tools to optimize their strategies.

🔍 How We Built It

Frontend: Developed using React (TypeScript) for a seamless user experience.
Backend: Built with FastAPI to ensure high-speed data processing and API performance.
AI Trading Assistant: Implemented with TensorFlow and LSTMs, using Reinforcement Learning (RL) to dynamically learn market patterns.

🚀 What We Learned

Real-time data processing: Handling live crypto market data efficiently.
AI-powered trading: Training an RL model that can make independent trading decisions.
Scalability & security: Ensuring that our platform can handle multiple concurrent users securely.
Integration challenges: Managing the interaction between a trading platform and an AI system.

🔥 Challenges We Faced

While we initially aimed to integrate both the trading platform and AI assistant into a single system, technical challenges led us to maintain them as two standalone projects that complement each other. Key challenges included:

Balancing real-time performance with AI computations.
Ensuring accurate sentiment analysis for AI-based decision-making.
Designing a user-friendly UI that simplifies complex crypto data.

🌍 Who Can Use It?

Casual traders looking for a simple way to buy, sell, and track cryptocurrencies.
Advanced traders who want to explore AI-driven trading strategies.
Developers & researchers interested in Reinforcement Learning applied to financial markets.

⚡ Features

✅ Trade 10 major cryptocurrencies (e.g., Bitcoin, Ethereum, Solana).
✅ Track portfolio growth in real-time.
✅ AI-driven trading insights (via standalone AI assistant).
✅ Secure and scalable backend API for market data processing.

At its core, this ecosystem is built to empower traders by making cryptocurrency trading intuitive, efficient, and accessible to all.

Built With

Submitted to

HackED 2025

Created by

In our hackathon project, I contributed to developing an AI-driven cryptocurrency trading system. I implemented the AITrader class, integrating the Coinbase API for real-time price data and executing trades. Using the transformers library, I incorporated sentiment analysis to adjust trading strategies dynamically. I also designed the RLTrader class, training a reinforcement learning model with TensorFlow to enhance trading decisions. Additionally, I implemented SMA-based trading signals, real-time data visualization with Matplotlib, and JSON-based trade logging. To ensure seamless execution, I used threading for continuous real-time trading, handling trade intervals and exceptions efficiently to simulate real-world market conditions.

Rakshit-or-shadow Singh
Real-Time Data Integration by Accessing Multiple API's and constructing the backend connection using FastAPI (Python)

Gurbaaz Gill
I was responsible for developing the **frontend** of the cryptocurrency trading platform using **React**, with a strong focus on **UI/UX design**

anantguptaa Gupta
Jotsaroop Singh

Updates

Jotsaroop Singh started this project — Feb 17, 2025 12:56 PM EST

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