Types of Machine Learning With Examples | Supervised, Unsupervised & Reinforcement Explained (2025) – YouTube

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Are you curious about the different types of Machine Learning? This tutorial explains the three main types of machine learning with examples: Supervised Learning, Unsupervised Learning, and Reinforcement Learning. Learn how each type works, real-world applications, advantages and limitations, and where supervised, unsupervised, and reinforcement learning are applied in industries like finance, healthcare, e-commerce, and technology.

By the end of this Machine Learning tutorial, you’ll clearly understand the machine learning types and how they power today’s AI-driven world.

👉 Following are the topics we covered in this Types of Machine Learning with Examples video:
00:00:00 Introduction
00:00:16 Types of Machine Learning
00:01:09 Supervised Learning case study
00:02:25 What is Supervised Learning
00:03:24 Examples of Supervised Learning
00:04:56 Types of Supervised Learning
00:08:53 What is Regression
00:11:42 Types of Regression
00:12:37 Linear regression
00:15:07 Real-world regression examples
00:17:49 Housing price prediction
00:24:49 Simple linear regression
00:44:20 LMS algorithm
01:02:22 Multiple and polynomial regression
02:09:48 Objective and model evaluation
02:18:17 Unsupervised learning
02:20:10 Unsupervised algorithm k-means clustering
02:23:07 Reinforcement learning
02:24:33 Examples of Reinforcement learning
02:24:56 Bias and variance trade off

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