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Supervised Learning

Understanding Machine Learning: Venn diagram of ML paradigms with example tasks

PyUniverse » Blog » Supervised Learning

Understanding Machine Learning From Theory to Algorithms

June 12, 2025 by Sufiyan Momin

Master machine learning from theory to practice with detailed explanations of core algorithms, evaluation techniques, and a ready-to-use cheat sheet.

supervised vs unsupervised Two panels illustrating labeled vs. unlabeled data flows.

PyUniverse » Blog » Supervised Learning

Supervised vs Unsupervised Learning: Complete Guide with Real Examples

May 29, 2025 by Sufiyan Momin

Delve into the two core paradigms of machine learning supervised and unsupervised learning in this comprehensive guide covering algorithms, evaluation strategies, real-world case studies, and practical tips.

AI robot reviewing datasets and generating insights from data patterns.

PyUniverse » Blog » Supervised Learning

Chapter 7: Learning from Data – The Heart of Machine Learning

June 1, 2025May 17, 2025 by Sufiyan Momin

Comparison of AI learning with labeled vs unlabeled data through intuitive illustrations.

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