Beginner

Introduction to Machine Learning

A beginner-friendly introduction to how machines learn from data — what makes machine learning different from traditional programming and from deep learning, the four core learning paradigms, and the Python tools used to build it. No math required.

Foundations of Machine Learning

1
What Is Machine Learning?4 min read
2
Why Machine Learning Is Taking Off Now3 min read
3
Machine Learning vs. Deep Learning vs. AI4 min read
4
Where Machine Learning Shows Up3 min read
5
Machine Learning Algorithms and the Role of Data Quality3 min read

The Four Types of Machine Learning

6
The Four Types of Machine Learning: An Overview3 min read
7
Supervised Learning3 min read
8
Unsupervised Learning3 min read
9
Semi-Supervised Learning3 min read
10
Reinforcement Learning3 min read

Tools of the Trade

11
Python Libraries for Machine Learning4 min read

Hands-On Practice

12
Practice Project: Predicting House Prices with Linear Regression7 min read
13
Practice Project: Predicting Titanic Survival with Logistic Regression8 min read