StockPricePredictor

Stock Price Predictor using different machine learning methods

Ver1

Predcition Using LSTM
Reference: https://www.youtube.com/playlist?list=PLUlAo15GdbCVsz3EUWZHVQhzKUnIu5c_E

Ver2

Prediction Using Overfitting
Reference: https://www.youtube.com/watch?v=Iu5T2TZumxU&ab_channel=ComputerScience

Ver3

Prediction Using LSTM with codes for predicting
Reference: https://www.youtube.com/watch?v=QIUxPv5PJOY&ab_channel=ComputerScience

Ver4

Prediction Using LSTM for forecasting
Reference: https://www.youtube.com/watch?v=5Gm3bWNBoWQ&ab_channel=shubhambhalala

Ver5

Prediction Using LSTM
Reference: https://www.youtube.com/watch?v=s3CnE2tqQdo&ab_channel=GeeksforGeeks

Ver6

Prediction Using LSTM with best results

Notes (Ver 3 vs Ver 5):

1. Filter first then split
2. Apply MinMaxScaling
3. Decide on % to split
4. Split first then apply scale transform
5. Divide the data into x_train and y_train, create empty lists for both
6. Append to empty lists depending on number of steps
7. Convert both lists to numpy arrays
8. Potentially reshape the data? (Ver 3)
9. Build the LSTM model
10. Compile the model
11. Train the model
12. Fit the model
13. Append training to testing data (Ver 5)
14. Or create the testing data (Ver 3)
15. Both versions differ greatly afterwards