Cover image for Machine Learning with Python Theory and Implementation
Title:
Machine Learning with Python Theory and Implementation
Author:
Zollanvari, Amin. author.
ISBN:
9783031333422
Edition:
1st ed. 2023.
Physical Description:
XVII, 452 p. online resource.
Contents:
Preface -- About This Book -- 1. Introduction -- 2. Getting Started with Python -- 3. Three Fundamental Python Packages -- 4. Supervised Learning in Practice: The First Application Using Scikit-Learn. - 5. K-Nearest Neighbors -- 6. Linear Models -- 7. Decision Trees -- 8. Ensemble Learning -- 9. Model Evaluation and Selection -- 10. Feature Selection -- 11. Assembling Various Learning Stages -- 12. Clustering -- 13. Deep Learning with Keras-TensorFlow. - 14. Convolutional Neural Networks -- 15. Recurrent Neural Networks -- References.
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