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DATASCI 3ML3

INTRODUCTION TO NEURAL NETWORKS AND MACHINE LEARNING

Undergraduate

A practical introduction to neural network algorithms and their applications in machine learning using Python. Supervised learning (logistic regression, perceptrons, classification, trees, cost functions, …

Winter 2026 · Neural Netwrks & Machine Lrnig · C01

Readings

  • Etext Machine Learning Refined - 6 Month Access Ed: 2
    Watt · 2 · Required
    ISBN 9781108575546; 9781108480727
Winter 2026 · C01

A practical introduction to neural network algorithms and their applications in machine learning using Python. Supervised learning (logistic regression, perceptrons, classification, trees, cost functions, …

Readings

  • Machine Learning Refined: Foundations, Algorithms and Applications
    Watts, Borhani, katsaggelos · 2020 · Second · Required
    Cambridge University Press · ISBN 1108480721
  • Deep Learning with Python
    Chollet · Recommended / optional
    Manning · ISBN 9781617294433
  • Hands-on Machine Learning
    Geron · Recommended / optional
    O'Reilly · ISBN 1492032646
Sources