Udemy – Machine Learning With Polars 2024-8

Published on: 2024-10-16 12:54:13

Categories: 28

Description

Machine Learning With Polars course. Machine learning and artificial intelligence are the main drivers of innovation today. Understanding how these models work will help you apply machine learning techniques effectively. In this course, expert instructor Joram Mutenge shows you how to master the basics of machine learning using Python and the powerful Polars library for advanced data manipulation. You will build a machine learning application from start to finish to predict laptop prices. Building this ML program will help you gain hands-on experience in data exploration, data processing, model creation, model evaluation, model tuning, and model deployment with MLFlow. The modules of this course are built on each other. Learn by following the order in which these modules are presented. This will help you understand the material better. To further enhance understanding, instead of passively watching, type the code and run it on your computer. Finally, apply the knowledge learned to your dataset.

What you will learn in the Machine Learning With Polars course

Explore the basics of a machine learning application from start to finish.
Perform basic data cleaning and preprocessing in Python with Polars.
Building a pipeline for training machine learning models.
Implementation of regression, ensemble and boosted gradient models
Deploying a machine learning model using MLFlow.

This course is suitable for people who

Professionals who work with tabular data in spreadsheets or databases and seek to make predictions from it.
Students interested in learning the basics of applied machine learning.
Students and professionals looking to learn how to implement regression, ensemble, and gradient boosted models.
Data professionals interested in learning how to deploy a model in production.