Predictify 📈🔮

Inspiration 💡

The stock market's unpredictability has always been a challenge for investors. We were inspired to create Predictify to harness the power of machine learning and provide a tool that could offer insights into future stock prices, helping both novice and experienced investors make more informed decisions.

What it Does 🚀

Predictify is a stock price prediction tool that:

• Fetches real-time stock data using the Polygon API 📊
• Utilizes a deep learning model (LSTM) to predict future stock prices 🧠
• Provides a range of predicted prices, offering a more comprehensive outlook 📉📈
• Visualizes historical data and predictions for easy interpretation with graphs 📈
• Allows users to input any stock symbol for analysis 💼

How We Built It 🛠️

We built Predictify using a combination of powerful tools and technologies:

• Python: The core language for our project 🐍
• TensorFlow: For building and training our LSTM model 🤖
• Polygon API: To fetch real-time and historical stock data 📡
• Pandas & NumPy: For data manipulation and analysis 🐼🔢
• Matplotlib: For creating visualizations 📊
• Scikit-learn: For data preprocessing and model evaluation 🧪

Our Model Architecture:

LSTM(50, return_sequences=True)
LSTM(50)
Dense(25)
Dense(3)  # Outputs mean, lower, and upper bounds

Built With

• api
• collab
• flask
• notebook
• polygon
• python
• stock