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Machine Learning for Imbalanced Data

You're reading from Machine Learning for Imbalanced Data

Product type Book

Published in Nov 2023

Publisher Packt

ISBN-13 9781801070836

Pages 344 pages

Edition 1st Edition

Languages

Concepts

Authors (2):

Kumar Abhishek

Dr. Mounir Abdelaziz

View More author details

Table of Contents (15) Chapters

Preface

Chapter 1: Introduction to Data Imbalance in Machine Learning

Chapter 2: Oversampling Methods

Chapter 3: Undersampling Methods

Chapter 4: Ensemble Methods

Chapter 5: Cost-Sensitive Learning

Chapter 6: Data Imbalance in Deep Learning

Chapter 7: Data-Level Deep Learning Methods

Chapter 8: Algorithm-Level Deep Learning Techniques

Chapter 9: Hybrid Deep Learning Methods

Chapter 10: Model Calibration

Assessments

Index

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Appendix: Machine Learning Pipeline in Production

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Authors (2)

Kumar Abhishek

Kumar Abhishek is a seasoned Senior Machine Learning Engineer at Expedia Group, US, specializing in risk analysis and fraud detection for Expedia brands. With over a decade of experience at companies such as Microsoft, Amazon, and a Bay Area startup, Kumar holds an MS in Computer Science from the University of Florida.

See other products by Kumar Abhishek

Dr. Mounir Abdelaziz

Dr. Mounir Abdelaziz is a deep learning researcher specializing in computer vision applications. He holds a Ph.D. in computer science and technology from Central South University, China. During his Ph.D. journey, he developed innovative algorithms to address practical computer vision challenges. He has also authored numerous research articles in the field of few-shot learning for image classification.

See other products by Dr. Mounir Abdelaziz

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