Tradify

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  This what the mock simulation looks like on a terminal window. For this, the input data is an array of random close list prices.

Inspiration

Inspired by the versatility of ChatGPT, we created Tradify - an advanced AI-powered trading bot that can make passive income for you by investing your money. With its powerful API and Machine Learning capabilities, Tradify can learn and adapt to your preferences while making intelligent trading decisions.

What it does

Tradify is a Python-based trading bot that uses machine learning to predict stock prices and execute trades automatically. It leverages Alpaca API for live and historical stock data, uses Random Forest algorithm, and can trade both live and paper accounts. Tradify can be customized to trade various stocks and cryptocurrencies, making it a potential game-changer in the banking industry.

How we built it

Tradify is built using Python libraries that enable machine learning and connect to the API. We also optimized the program's memory and financial efficiency using modules such as time to prevent unnecessary trades.

Challenges we ran into

1. As we couldn't find a suitable free API for real-time simulation, we developed MockBot to emulate trading scenarios.

2. While TradingBots have been in use for a while, our aim was to create something more advanced, leading us to incorporate a Machine Learning model.

3. Selecting the optimal Machine Learning model was a challenge. After evaluating various options such as neural nets and decision trees, we determined that the random forest model we utilized was the most effective.

Accomplishments that we're proud of

We're proud to have successfully integrated machine learning algorithms into Tradify, specifically the highly effective Random Forest algorithm. We also developed the MockBot feature, a simulated version of the trading bot using randomly generated market data, which helped users understand the functionality of the trading algorithm. Lastly, we believe that Tradify has the potential to revolutionize banking and investing by providing a reliable and automated way of trading stocks and cryptocurrencies, making a real difference in the world.

What we learned

Through the development of Tradify, we learned the importance of finding the right machine learning algorithm and API to create an effective trading bot. We also learned the value of creating a simulated version of the bot to allow users to understand its functionality without risking real money. Most importantly, we learned that Tradify has the potential to revolutionize the world of banking and investing, and we're excited to continue developing and improving the platform.

What's next for Tradify

The next steps for our trading bot involve continuous improvement and expansion. We plan to further optimize the machine learning algorithms and add more features to the bot, such as the ability to trade more types of assets and use more advanced trading strategies. Additionally, we plan to explore opportunities for collaboration with financial institutions to integrate Tradify into their existing services. Ultimately, our goal is to make Tradify the go-to trading bot for both experienced and novice investors alike.

Built With

• alpacaapi
• machine-learning
• python