Act like a Machine Learning Pro in Simple Way (PyCaret + mlflow)

Build your own ML lab and become a ML Professional to your boss in a simple way.

Photo by Obi Onyeador on Unsplash

Machine learning (ML) has been well known for a while, since a massive amount of companies want to merge their business with AI or Data Science related. Along with the data project, analysis, the funniest part would be the machine learning model.

This article introduces a concept to you of Machine Learning Training (ML) & Monitoring (MLOps). Also a practical code for you to Build your own Machine Learning Lab. Like a scientist.

If you want to do it in an Light Way, without configuring your computer, you can reference my another article — Easily Build A Machine Learning Lab in Cloud.

MLFlow UI

**In this article, code example is running with Jupyter Notebook**

Pre-Setup

1. Install necessary libraries:

2. Retrive sample data:

You can use any dataset, alternatively, you can also use the following code to quickly retrieve sample data:

PyCaret

A powerful machine learning tool to help you handle the complicated procedures: (reference here)

• Data Preprocessing & Handling
• ML Model Selection
• ML Model Optimization