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AI Learning Paradigms

01

I know what supervised learning is

In this lesson, you will learn what supervised learning is and how labeled data is essential for tr…

Estimated Duration: 15–30 min

02

I know what unsupervised learning is

In this lesson, you will learn what unsupervised learning is and how it differs from other types of…

Estimated Duration: 15–30 min

03

I know what reinforcement learning is

Reinforcement learning (RL) is a type of machine learning where an agent learns to make decisions b…

Estimated Duration: 30–45 min

04

I know the difference between classification and regression problems

In supervised machine learning, tasks are often divided into two main types: classification and reg…

Estimated Duration: 15–30 min

05

I understand the concept of reinforcement learning environments

Reinforcement learning (RL) involves an agent interacting with an environment to learn optimal beha…

Estimated Duration: 45–60 min

06

I understand the concept of reward functions in reinforcement learning

In reinforcement learning (RL), agents learn to make decisions by interacting with an environment. …

Estimated Duration: 45–60 min