2021 DEEP stock price prediction model
This project was part of a semester long competition and exploration project with Rice Data Science called DEEP (data education and exploration project). Working in a team of two with a mentor, we had weekly sessions in which we walked through every step of the data science pipeline with our data - historical stock price data. In the end of the semester, we were able to create a prediction model using neural networks and present our model to a panel of judges.
The skills and models that we utilized were:
- Group communication
- Visualization
- Time Series Prediction
- ARIMA Prediction Model
- LSTM Prediction Model
Visualizations:
AAPL Price Chart
Histogram of AAPL Daily Change
AAPL Daily Change vs. GOOG Daily Change
AAPL Price vs. LSTM Predicted Price
AAPL Prediction Residual Plot
###Awards
- Won 1st place in Rice's semester long DEEP Project