Machine Learning and AI with Simple Python and Matlab Scripts
eBook - ePub

Machine Learning and AI with Simple Python and Matlab Scripts

Courseware for Non-computing Majors

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Machine Learning and AI with Simple Python and Matlab Scripts

Courseware for Non-computing Majors

About this book

A practical guide to AI applications for Simple Python and Matlab scripts

Machine Learning and AI with Simple Python and Matlab Scripts: Courseware for Non-computing Majors introduces basic concepts and principles of machine learning and artificial intelligence to help readers develop skills applicable to many popular topics in engineering and science. Step-by-step instructions for simple Python and Matlab scripts mimicking real-life applications will enter the readers into the magical world of AI, without requiring them to have advanced math and computational skills. The book is supported by instructor only lecture slides and sample exams with multiple-choice questions.

Machine Learning and AI with Simple Python and Matlab Scripts includes information on:

  • Artificial neural networks applied to real-world problems such as algorithmic trading of financial assets, Alzheimer's disease prognosis
  • Convolution neural networks for speech recognition and optical character recognition
  • Recurrent neural networks for chatbots and natural language translators
  • Typical AI tasks including flight control for autonomous drones, dietary menu planning, and route planning
  • Advanced AI tasks including particle swarm optimization and differential and grammatical evolution as well as the current state of the art in AI tools

Machine Learning and AI with Simple Python and Matlab Scripts is an accessible, thorough, and practical learning resource for undergraduate and graduate students in engineering and science programs along with professionals in related industries seeking to expand their skill sets.

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Information

Publisher
Wiley-IEEE Press
Year
2025
Print ISBN
9781394294954
Edition
1
eBook ISBN
9781394294961
Topic
Computer Science
Subtopic
Artificial Intelligence (AI) & Semantics
Index
Computer Science

Table of contents

  1. Cover
  2. Table of Contents
  3. Title Page
  4. Copyright
  5. Dedication
  6. About the Author
  7. Preface
  8. Acknowledgments
  9. About the Companion Website
  10. 1 Introduction
  11. 2 Artificial Neural Networks
  12. 3 ANNs for Optimized Prediction
  13. 4 ANNs for Financial Stock Trading
  14. 5 ANNs for Alzheimer's Disease Prognosis
  15. 6 ANNs for Natural Language Processing
  16. 7 Convolutional Neural Networks
  17. 8 CNNs for Optical Character Recognition
  18. 9 CNNs for Speech Recognition
  19. 10 Recurrent Neural Networks
  20. 11 RNNs for Chatbot Implementation
  21. 12 RNNs with Attention
  22. 13 RNNs with Attention for Machine Translation
  23. 14 Genetic Algorithms
  24. 15 GAs for Dietary Menu Selection
  25. 16 GAs for Drone Flight Control
  26. 17 GAs for Route Optimization
  27. 18 Evolutionary Methods
  28. Appendix A: ANNs with BiasANNs with Bias
  29. Appendix B: Sleep Study ANN with BiasSleep Study ANN with Bias
  30. Appendix C: Back Propagation in a CNNBack Propagation in a CNN
  31. Appendix D: Back Propagation Through Time in an RNNBack Propagation Through Time in an RNN
  32. Appendix E: Back Propagation Through Time in an RNN with AttentionBack Propagation Through Time in an RNN with Attention
  33. Bibliography
  34. Index
  35. End User License Agreement

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Yes, you can access Machine Learning and AI with Simple Python and Matlab Scripts by M. Umit Uyar in PDF and/or ePUB format, as well as other popular books in Computer Science & Artificial Intelligence (AI) & Semantics. We have over one million books available in our catalogue for you to explore.