Udemy – Machine Learning: Zero to Mastery | Maths & Hands-On Coding

This is a comprehensive, step-by-step Machine Learning course designed to take you from the fundamentals of Machine Learning to advanced concepts through a combination of intuition, mathematics, theory, and hands-on Python implementation. Unlike courses that only teach you how to use Machine Learning libraries, this course focuses on helping you understand what is happening behind the algorithms and why they work.

Throughout the course, we will follow a practical learning approach:

Problem Statement → Intuition → Mathematical Formulation → Theory → Python Implementation → Model Evaluation

You will learn how Machine Learning algorithms work internally and how to apply them to practical problems using Python.

What you will learn:

• Understand the fundamental concepts and terminology of Machine Learning
• Learn the different types of Machine Learning and when to use them
• Understand the Machine Learning Development Life Cycle
• Learn the mathematical foundations required for Machine Learning
• Explore the intuition and theory behind important ML algorithms
• Implement Machine Learning techniques using Python
• Work with real-world datasets and perform data preprocessing
• Handle missing values and prepare data for Machine Learning