Episode 10 | CBSE Class 12 AI — Types of Machine Learning Explained in Detail
AI With Prince Sir - EngineAI
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Episode 10 | CBSE Class 12 AI — Types of Machine Learning Explained in Detail
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AI With Prince Sir - EngineAI
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3 просмотра · 3 дн. назад
Episode 10 | CBSE Class 12 AI — Types of Machine Learning Explained in Detail
Welcome to *Episode 10 of the CBSE Class 12 Artificial Intelligence series with Prince Sir!*
In this episode, we explore the *different types of Machine Learning (ML)* in detail and understand how machines learn from data, identify patterns, improve their performance and make predictions.
Through simple explanations and practical examples, we break down the major approaches used in Machine Learning.
📌 In This Video:
What is Machine Learning?
How does Machine Learning work?
Why do machines need to learn from data?
*1. Supervised Learning*
Classification
Regression
Training with labelled datasets
Real-world examples
*2. Unsupervised Learning*
Clustering
Association
Finding hidden patterns in data
Real-world examples
*3. Reinforcement Learning*
Agent and Environment
Rewards and Penalties
Learning through Trial and Error
Real-world examples
Difference between Supervised, Unsupervised and Reinforcement Learning
Practical applications of different ML approaches
🧠 Learn Through Real-World Examples
*Supervised Learning:* Predicting student results using previous academic records.
*Unsupervised Learning:* Grouping customers according to their purchasing behaviour.
*Reinforcement Learning:* Teaching an AI agent to play games through rewards and penalties.
🎯 Learning Outcomes
By the end of this episode, students will be able to:
Explain the major types of Machine Learning.
Differentiate between the three learning approaches.
Understand classification and regression.
Understand clustering and pattern discovery.
Explain how reinforcement learning works.
Identify Machine Learning applications in everyday life.
🚀 Our goal is to make Artificial Intelligence easy to understand through concepts, examples and practical thinking.
*Learn AI step by step with Prince Sir!*
🔖 Hashtags
#CBSEClass12 #CBSEAI #MachineLearning #TypesOfMachineLearning #SupervisedLearning #UnsupervisedLearning #ReinforcementLearning #Classification #Regression #Clustering #ArtificialIntelligence #AIForStudents #PrinceSir #EngineAI