Machine Learning Fall 2024

Lecture notes for Fall 2024 at Arkansas Tech University

Author

Xinli Xiao

Published

November 25, 2024

Preface

This is the lecture notes for STAT 4803/5803 Machine Learning Fall 2024 at ATU. If you have any comments/suggetions/concers about the notes please contact us at .

References

[1]
Godoy, D. V. (2022). Deep learning with PyTorch step-by-step: A beginner’s guide. https://leanpub.com/pytorch.
[2]
Chollet, F. (2021). Deep learning with python, second edition. MANNING PUBN.
[3]
Géron, A. (2019). Hands-on machine learning with scikit-learn, keras, and TensorFlow concepts, tools, and techniques to build intelligent systems: Concepts, tools, and techniques to build intelligent systems. O’Reilly Media.
[4]
Harrington, P. (2012). Machine learning in action. Manning Publications.
[5]
Klosterman, S. (2021). Data science projects with python: A case study approach to gaining valuable insights from real data with machine learning. Packt Publishing, Limited.