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Types of Machine Learning

Types of Machine Learning

Machine Learning encompasses algorithms and methodologies designed to enable computers to learn from data and make predictions or decisions without being explicitly programmed.

 

Machine Learning and AI

The main types of machine learning are as follows:

  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement learning
  • Deep Learning

Supervised Learning

Supervised learning algorithms learn from labeled data, predicting outcomes based on known inputs.

 

Types of ML

Unsupervised Learning

Unsupervised learning algorithms discover hidden patterns and structures within unlabeled data, identifying relationships and anomalies.

Reinforcement Learning

Reinforcement learning algorithms learn through trial and error, maximizing rewards by interacting with an environment.

Deep Learning

Deep learning algorithms employ artificial neural networks with multiple layers, enabling complex pattern recognition and decision-making.

 

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