What are the types of Machine Learning?

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Bhavesh Badani · Answer

There are generally 4 different types of machine learning, which can be defined as:-
1. Supervised Machine Learning:
Trained on a “Labelled Dataset” with both input and output parameters.Learns to map inputs to correct outputs.Example: Image classification (differentiating between cats and dogs).
2. Unsupervised Machine Learning:
Uses unlabeled data.Finds patterns, clusters, or structures in data.Example: Grouping similar customer profiles without predefined labels.
3. Semi-Supervised Machine Learning:
Combines labeled and unlabeled data.Useful when fully labeled datasets are scarce.Example: Enhancing a model’s performance by leveraging both types of data.
4. Reinforcement Learning:
Learns from feedback (rewards or penalties).Used in scenarios where an agent interacts with an environment.Example: Training an AI to play games or control robots.

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What are the types of Machine Learning?

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