A Beginner's Guide to Machine Learning Algorithms

Understanding Machine Learning

Before diving into specific algorithms, it's essential to grasp the fundamental principles of machine learning.

Types of Machine Learning Algorithms

Supervised Learning: In supervised learning, the algorithm learns from labeled data, where each input is associated with a corresponding output.

Supervised Learning Algorithms

In this chapter, we delve deeper into supervised learning algorithms, which are widely used for tasks like classification and regression.

Unsupervised Learning Algorithms

In this chapter, we explore unsupervised learning algorithms, which are used for tasks like clustering and dimensionality reduction.

Reinforcement Learning Algorithms

In this chapter, we introduce reinforcement learning algorithms, which learn to make decisions by trial and error.