Machine Learning Hero

Practical Exercises Chapter 1

Exercise 1: Understanding Types of Machine Learning

Task: Based on the explanation of supervised, unsupervised, and reinforcement learning, categorize the following real-world examples into the correct machine learning type:

• A system that predicts house prices based on features like size, location, and number of rooms.
• A program that groups customers into clusters based on purchasing behavior.
• A robot learning to walk by receiving feedback from its environment.

Solution:

• Supervised Learning: Predicting house prices based on features.
• Unsupervised Learning: Grouping customers based on purchasing behavior.
• Reinforcement Learning: A robot learning to walk by receiving feedback.

Exercise 2: Implementing Supervised ...