Stock-Price-Prediction-Model

Kindly refer to the StockPredictionModelv3.ipynb file for the detailed explaination and results

Stock Market Price Prediction with New Data

Breif Overview:

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