Introduction to Machine Learning

13 lessons0%

Resources

Lessons

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

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Relationship between AI, Machine Learning, and Deep Learning | Finance Train

Relationship between AI, Machine Learning, and Deep Learning

When people talk about machine learning, sometimes that will use the terms AI, machine learning, and deep learning interchangeably. However, these concepts are not the same, even though they are related terms. Let's look at how they relate to each other.

These three terms form a nested hierarchy. Artificial Intelligence is the broadest category. Machine Learning is a subset of Artificial Intelligence. Deep Learning is a subset of Machine Learning.