Stock Price Direction Prediction ML Model

[smty2018]

Description

Predicts whether the stock price of Tesla Inc. will increase or decrease in the next two days, leveraging technical indicators and moving averages. Random Forest classifier is employed for the prediction, and GridSearchCV hyperparameter tuning is performed to optimize model performance. The dataset is downloaded using the Yahoo Finance API and contains columns for 'Open,' 'High,' 'Low,' 'Close,' and 'Volume' prices. It calculates moving averages, Bollinger Bands, Relative Strength Index (RSI), and Commodity Channel Index (CCI) as additional features for the classification.

Fixes #2680

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[smty2018]

@avinashkranjan @1e9abhi1e10 @Yashbhadiyadra can you please review and merge the PR. Thanking you in advance

[smty2018]

@1e9abhi1e10 Please review and merge the PR. Thanking you in advance