Readme file updated

Figures created and readme file updated

Charts grid color adjusted for lower contrast

Save and load best performing model

All notebooks reviewed and validated and the model predictions evaluated

Predictions after adjusting periods

Model inference complete

Training after adjusting validation period

Training after adjusting training and validation periods

Building the training the model

Data processing and construction done

Constructing the LSTM input data sets for training, validation and testing

Constructing data structure

Datasets normalized with MaxMinScaler

Data split into training, validation and testing