LSTM-STOCK-PREDICTOR

Use the command line to train and visualize stock data

Getting Started

1. Install Dependencies w/ pip

pip install keras tensorflow numpy matplotlib requests

2. Get an api key for stock data from AlphaVantage

3. Navigate to project and start CLI for predictor

python Stock-Shell.py 

5. Type init to initialize files

6. Put key in apikey.txt file

Example

Type help for a more detailed list of commands

1. Create model for stock ticker, lets use AAPL

> create AAPL

Creating a new model
New model created and saved

2. Chart downloaded stock data if you want

> chart data AAPL

Loading in data
 - Downloading and saving full stock data
Showing last 100 days worth of data

3. Train model on data. More training options availible. Look at help file

> train AAPL normal

Doing Training
 - Training 30 epochs on all days
 - Training 20 epochs on last 1000 days
 - Training 20 epochs on last 500 days
 - Training 20 epochs on last 100 days
Saving Model to file

4. You may need to train more in the future, you can further train existing models if you want

> train AAPL 40 200

Doing Training
 - Training 40 epochs on last 200 days
Saving Model to file

5. Visualize model predictions for stock over last 100 days

> chart model AAPL

Blue shows actual value of stock. Red shows predicted next value for that day. Days where the model predicts profit are highlighted by how much you would have that day. 6. Evaluates the models prediction potential profit

> evaluate AAPL

In the last 1000 days :
 - delta of  68.23  dollars if you had held
 - delta of  300.7  dollars if you had used model
In the last 200 days :
 - delta of  5.04  dollars if you had held
 - delta of  94.02  dollars if you had used model
In the last 100 days :
 - delta of  34.24  dollars if you had held
 - delta of  47.13  dollars if you had used model
In the last 20 days :
 - delta of  0.04  dollars if you had held
 - delta of  0.99  dollars if you had used model
* Notice the model was trained on everything but the last 20 days
* Ranges other than this may be massivley unreliable

7. Predict the next day

> predict AAPL

Stock:  AAPL
 - Current Value: 192.085
 - Prediction of next: 190.53
 - Change: -0.8105 %

8. Exit

> exit

Special thanks to Zach:

HEY U STUOIPD WHY TEHYERE BO DEPENENENCIES IDK WHAT TO FINSALL VIRtuAK ENV MARBE THANKS U GOOD PROGRAMmer