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Decoding the World: An Introduction to Machine Learning Paradigms

  • Machine learning is a transformative technology that consists of different paradigms or fundamental approaches—supervised learning, unsupervised learning, and reinforcement learning.
  • Supervised learning involves learning with labeled examples, making it useful for tasks like image classification, spam detection, and medical diagnosis.
  • Unsupervised learning explores data without labels to discover hidden patterns, useful in areas like customer segmentation and anomaly detection.
  • Reinforcement learning involves learning through trial and error, making it suitable for applications like robotics control, game playing, and personalized recommendations.

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