6 Important Steps to build a Machine Learning System

Creating a great machine learning system is an art.

There are a lot of things to consider while building a great machine learning system. But often it happens that we as data scientists only worry about certain parts of the project.

Most of the time that happens to be modeling, but in reality, the success or failure of a Machine Learning project depends on a lot of other factors.

A machine learning pipeline is more than just creating Models

It is essential to understand what happens before training a model and after training the model and deploying it in production.

This post is about explaining what is involved in an end to end data project pipeline. Something I did learn very late in my career.