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An Introduction to Artificial Intelligence and Machine Learning

An Introduction to Artificial Intelligence and Machine Learning

          
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About the Book

In today's ever-evolving engineering landscape, staying at the forefront is paramount. "An Introduction to Artificial Intelligence and Machine Learning" is your comprehensive guide to mastering Artificial Intelligence (AI), Machine Learning (ML), and the critical statistical underpinnings. Crafted especially for the students of engineering, it provides a structured path to harness AI and ML in your field. In the realm of AI, delve into search, problem-solving, adversarial search, logic, and ethics. The Statistical Methods section covers probability, sampling, and hypothesis testing essentials. Machine Learning takes you through data workflows, regression, classification, and ensemble learning and explores hidden insights in unsupervised learning. This book equips you with the tools to lead innovation and redefine possibilities in engineering. Unit 1: Artificial Intelligence 1. Introduction 2. Search and Problem Solving 3. Local Search 4. Adversarial Search - Games 5. Logic and Logical Agents 6. Uncertainty 7. Top View - Agent and Environments 8. Ethics Unit 2: Statistical Methods 9. Statistics and Probability Basics 10. Independent Probability 11. Discrete Random Variables 12. Sampling 13. Hypothesis Testing Unit 3: Machine Learning 14. An Introduction to Machine Learning 15. Data Workflow and Data Mining 16. Linear Regression Models 17. Classification (Linear and Logistic Classification) 18. Decision Tree 19. Instance-Based Learning Algorithms 20. Support Vector Machine 21. Bayesian Learning 22. Ensemble Learning 23. Unsupervised Learning Answers to Multiple Choice Questions


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Product Details
  • ISBN-13: 9789358703955
  • Publisher: S Chand and Company Ltd , 40/2A Site IV, Sahibabad Industrial Area, Ghaziabad, U.P - 201010
  • Binding: Paperback
  • Height: 11 mm
  • No of Pages: 288
  • ISBN-10: 9358703954
  • Publisher Date: 06 Dec 2023
  • Edition: Latest Edition 2024
  • Language: English
  • Weight: 201 gr


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An Introduction to Artificial Intelligence and Machine Learning
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