Editors: Prasad Lokulwar, Basant Verma, N. Thillaiarasu, Kailash Kumar, Mahip Bartere, Dharam Singh

​Machine Learning Methods for Engineering Application Development

eBook: US $69 Special Offer (PDF + Printed Copy): US $119
Printed Copy: US $84
Library License: US $276
ISBN: 978-981-5079-19-7 (Print)
ISBN: 978-981-5079-18-0 (Online)
Year of Publication: 2022
DOI: 10.2174/97898150791801220101

Introduction

This book is a quick review of machine learning methods for engineering applications. It provides an introduction to the principles of machine learning and common algorithms in the first section. Proceeding chapters summarize and analyze the existing scholarly work and discuss some general issues in this field. Next, it offers some guidelines on applying machine learning methods to software engineering tasks. Finally, it gives an outlook into some of the future developments and possibly new research areas of machine learning and artificial intelligence in general.

Techniques highlighted in the book include: Bayesian models, support vector machines, decision tree induction, regression analysis, and recurrent and convolutional neural network. Finally, it also intends to be a reference book.

Key Features:

  • - Describes real-world problems that can be solved using machine learning
  • - Explains methods for directly applying machine learning techniques to concrete real-world problems
  • - Explains concepts used in Industry 4.0 platforms, including the use and integration of AI, ML, Big Data, NLP, and the Internet of Things (IoT).
  • - It does not require prior knowledge of the machine learning

This book is meant to be an introduction to artificial intelligence (AI), machine earning, and its applications in Industry 4.0. It explains the basic mathematical principles but is intended to be understandable for readers who do not have a background in advanced mathematics.

Audience

Students, general readers and industry professionals

Contributors

Editor(s):
Prasad Lokulwar
Department of Computer Science and Engineering
G.H. Raisoni College of Engineering
India


Basant Verma
Department of Computer Science and Engineering
G.H. Raisoni College of Engineering
India


N. Thillaiarasu
Associate Professor School of Computing and Information technology REVA University
G.H. Raisoni College of Engineering
Banglore
India


Kailash Kumar
Assistant Professor College of Computing and Informatics Saudi Electronic University
Riyadh
Kingdom of Saudi Arabia


Mahip Bartere
Department of Computer Science and Engineering
P. R. Pote Patil College of Engineering and Management
India


Dharam Singh
Senior Developer, Machine Learning and BI
Wallmart
USA




Contributor(s):
Abdulaziz Albesher
College of Computing and Informatics
Saudi Electronic University,
Saudi Arabia



D.N. Pandit
Department of Zoology
Veer Kunwar Singh University
Ara
India


H.R. Deshmukh
G.H. Raisoni College of Engineering
Nagpur
India


Karthik Srinivasan
College of Computing and Informatics
Saudi Electronic University,
Saudi Arabia



M. Chandraprabha
Galgotias College of Engineering and Technology
Galgotias University
Greater Noida
India


Mangala Madankar
Research Scholar
G H Raisoni College of Engineering
Nagpur
India


Md. Alimul Haque
Department of Computer Science
Veer Kunwar Singh University
Ara
India


Makram Soui
College of Computing and Informatics
Saudi Electronic University,
Saudi Arabia



Mangala Hiwarkar
PG Scholar, Assistant Professor, Scientist/Engineer‘SE’ Department of Computer Science and Engineering, Department of Computer Science and Engineering, 1 G H Raisoni College of Engineering, 2 G H Raisoni College of Engineering, 3 Regional Remote Sensing Centre, Central-RRSC



Manoj Chandak
Ramdeobaba College of Engineering and Management
Nagpur
India



P. Sasikumar
Malla Reddy Institute of Engineering & Technology
St. Martin's Engineering College
Secunderabad
India


Pawan Bhalandhare
G.H. Raisoni College of Engineering
Nagpur
India


Pranay Saraf
G.H. Raisoni College of Engineering
Nagpur
India


Pratik Dhoke
G.H. Raisoni College of Engineering
Nagpur
India


Rahul Agrawal
G.H. Raisoni College of Engineering
Nagpur
India


Rajesh Kumar Dhanaraj
Galgotias College of Engineering and Technology
Galgotias University
Greater Noida
India


Ritu Aggarwal
Maharishi Markendeshwar Engineering College
Maharishi Markendeshwar Institute of Computer Technology and Business Management Mullana
Ambala, Haryana
India, 133207


Samah A. Alhazmi
College of Computing and Informatics
Saudi Electronic University
Riyadh
Kingdom of Saudi Arabia


Shameemul Haque
Al-Hafeez College
Ara
India


Suneet Kumar
Maharishi Markendeshwar Engineering College
Maharishi Markendeshwar Institute of Computer Technology and Business Management Mullana
Ambala, Haryana
India, 133207


T. Saravanan
Malla Reddy Institute of Engineering & Technology
St. Martin's Engineering College
Secunderabad
India


T.P. Girish Kumar
PG Scholar, Assistant Professor, Scientist/Engineer‘SE’ Department of Computer Science and Engineering, Department of Computer Science and Engineering, 1 G H Raisoni College of Engineering, 2 G H Raisoni College of Engineering, 3 Regional Remote Sensing Centre, Central-RRSC



Yogadhar Pandey
G.H. Raisoni College of Engineering
Nagpur
India