Stock Analysis and Prediction

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  Choose a Security

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  Prediction Chart 1

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  Choose number of days prior you want to train your model with

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  Prediction Chart 2

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  Select Number of days in the future you want the model to show

Inspiration

New to finance, so wanted to try out some projects.

What it does

Predicts Stock Value of any stock for the given period. Also gives you the choice to set parameters for predicting models.

How we built it

Used Tensorflow models, Tiingo's API for Stock Data, Streamlit for creating the web application.

Challenges we ran into

API calls to Tiingo limited to 30 times a day, so to include more options for selecting securities, I have to predict every model at the start of each day and save it.

Accomplishments that we're proud of

Works well without any bugs.

What we learned

Various models used in Financial Predictions.

What's next for PricePredict

Include more information on Securities. I also plan to have a feature which lets the user input any upcoming IPO and get insights regarding the IPO immediately.

Built With

• lstm
• python
• streamlit
• tensorflow
• tiingo