✔ Stock Price Changes Prediction Build a NLP and ML model predicting from the headlines of Stock News, whether the stock price will increase or not. Used RandomForest Algorithm in NLP Model and converted the classified data to integer format. And then the classified data is then feeded to ML model to predict the increase or decrease of stock price.