Machine Learning Guide

Posted 2020-12-26 bermaker

Steps

Data Exploration

Data Properties and Data Visualization

• data analysis to get a feeling for the dataset
• check the missing data
• learn which features are important

Data Preprocessing

• compute missing values
• convert features into numeric ones
• group values into categories
• create a few new features

Train a Model

• train somen model
• pick the best one and apply cross validation on it
• opimize hyperparameter values
• assessment