Implementing manual parameter Searching for Text Classifiers

One aspect in refining Model Predictions

1.0. Introduction - The use case and toy dataset 

This is a guide to implement manual hyperparameter searching method for text vectorisers and classifiers. 

The chosen sample use case is - sentiment analysis for famous quotes. The objective is to train several text classifiers on labelled data to identify models with above 60% accuracy and shortest traini…