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What are the types of Machine Learning?

Sandra Emily 648 04 Apr 2024

What are the types of Machine Learning?

1 Answers

Bhavesh Badani 15 May 2024

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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