Kindly refer to the StockPredictionModelv3.ipynb file for the detailed explaination and results
Stock Market Price Prediction with New Data
The model created below is for prediction the stock prices of a Company.
There are two datasets Stock Prices Dataset for Dow Jones Inc Top 25 headlines for everyday for the past 8 years
The notebook is briefly summarized as follows:
Data Preparation - Preparing data for evaluation.
Data Quality Checks - Performing basic checks on data for better understanding of data.
Feature inspection and filtering - Correlation and feature Mutual information plots against the target variable. Inspection of the Binary, categorical and other variables.
Feature importance ranking via learning models
Training - training data against multiple machine learning algorthms and fine tuning a couple of algorithms for accuracy