Introduction to Machine Learning

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What is Machine Learning?

Relationship between AI, Machine Learning, and Deep Learning

Types of Machine Learning Problems

Generalization in Machine Learning

Data in Machine Learning

What is a Machine Learning Model?

Loss Functions

How Models Learn

Overfitting and Underfitting

Regularization in Machine Learning

Why Multiple Algorithms Exist

Overview of ML Algorithms

The Machine Learning Workflow

Lesson 3 of 13

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Types of Machine Learning Problems

Machine learning problems are categorized based on the type of feedback available during training. The nature of this feedback determines which algorithms are applicable and what kinds of predictions or insights the system can produce. Understanding these categories helps you identify which approach fits a given problem.

Supervised Learning

Types of Machine Learning Problems | Finance Train