Advanced Machine Learning

Fundamentals and algorithms

Amit Tyagi, Khushboo Tripathi, Avinash Sharma

$86.95 $73.87

Paperback

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English

BPB Publications
29 June 2024

Computing & IT

Our book is divided into several useful concepts and techniques of machine learning. This book serves as a valuable resource for individuals seeking to deepen their understanding of advanced topics in this field. Learn about various learning algorithms, including supervised, unsupervised, and reinforcement learning, and their mathematical foundations. Discover the significance of feature engineering and selection for enhancing model performance. Understand model evaluation metrics like accuracy, precision, recall, and F1-score, along with techniques like cross-validation and grid search for model selection. Explore ensemble learning methods along with deep learning, unsupervised learning, time series analysis, and reinforcement learning techniques. Lastly, uncover real-world applications of the machine and deep learning algorithms.

By: Amit Tyagi, Khushboo Tripathi, Avinash Sharma
Imprint: BPB Publications
Dimensions: Height: 235mm, Width: 191mm,
ISBN: 9789355516343
ISBN 10: 9355516347
Pages: 520
Publication Date: 29 June 2024
Audience: General/trade , ELT Advanced
Format: Paperback
Publisher's Status: Active

Dr. Amit Kumar Tyagi is working as an Assistant Professor, at the National Institute of Fashion Technology, 110016, New Delhi, India. Previously, he has worked as Assistant Professor (Senior Grade 2), and Senior Researcher at Vellore Institute of Technology (VIT), Chennai Campus, 600127, Chennai, Tamilandu, India for the period of 2019-2022. He received his Ph.D. Degree (Full-Time) in 2018 from Pondicherry Central University, 605014, Puducherry, India. About his academic experience, he joined the Lord Krishna College of Engineering, Ghaziabad (LKCE) for the periods of 2009-2010, and 2012-2013. Dr. Khushboo Tripathi received her Ph. D. degree in computer science from the University of Allahabad, Prayagraj. She has completed her M. Tech in Computer Science and Engineering from KNIT Sultanpur, M. Sc, and B.Sc. from the University of Allahabad, Prayagraj. Dr. Avinash Kumar Sharma is currently working as an Associate Professor at the Department of Computer Science & Engineering, Sharda School of Engineering and Technology (SSET), Sharda University, Greater Noida. Dr. Avinash Kumar Sharma has completed his Ph.D at Uttarakhand Technical University, Dehradun (A State Govt. University) in Cloud Computing.

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Advanced Machine Learning

Fundamentals and algorithms

Amit Tyagi, Khushboo Tripathi, Avinash Sharma

$86.95 $73.87

Paperback

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