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Artificial Intelligence and Machine Learning: Concepts, Applications, and Ethical Consideration

By Shakia Riggins, Baffour Osei

1st Edition © 2027
Discipline:Computing & Information Technology
Course:Programming
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What if students could move beyond simply using AI tools to actually understanding, developing, and deploying them responsibly?

"Artificial Intelligence and Machine Learning" by Riggins and Osei is a complete instructional resource that guides learners from core concepts to the ethical design, development, and deployment of real AI systems. Designed to help students overcome common classroom challenges, including black-box thinking, ethical blind spots, technical barriers, and the gap between theory and practice, it emphasizes Explainable AI, embedded ethics, concept-first mathematics, and flexible pathways from no-code tools to Python.

With a project-build approach, its content engages students in creating a meaningful AI solution across the full development lifecycle. Supported by rich instructor resources, assessments, and case studies, this resource makes AI education accessible, rigorous, and relevant across disciplines.

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About this product

What if students could move beyond simply using AI tools to actually understanding, developing, and deploying them responsibly?

"Artificial Intelligence and Machine Learning" by Riggins and Osei is a complete instructional resource that guides learners from core concepts to the ethical design, development, and deployment of real AI systems. Designed to help students overcome common classroom challenges, including black-box thinking, ethical blind spots, technical barriers, and the gap between theory and practice, it emphasizes Explainable AI, embedded ethics, concept-first mathematics, and flexible pathways from no-code tools to Python.

With a project-build approach, its content engages students in creating a meaningful AI solution across the full development lifecycle. Supported by rich instructor resources, assessments, and case studies, this resource makes AI education accessible, rigorous, and relevant across disciplines.

Connect every chapter to a meaningful, real-world outcome through a semester-long AI agent project.

Help students identify bias, hallucinations, and flawed outputs with built-in XAI tools and critical auditing exercises.

Support business-focused learners with no-code tools, as well as technical students with Python and machine learning.

Move beyond the algorithm by teaching students to build, deploy, monitor, and optimize real AI systems from concept to production.

Table of contents

  1. Introduction to Artificial Intelligence
  2. Ethical Impact of AI
  3. Introduction to Machine Learning
  4. Programming for Machine Learning Applications
  5. Data for Machine Learning
  6. Understanding Math Fundamentals for Machine Learning Applications
  7. Computer Vision
  8. Natural Language Processing
  9. Reinforcement Learning
  10. Deep Learning: A Subset of AI and a Key Technology Driving Modern AI Systems
  11. Neural Networks: A Foundational Concept within AI and Central to Machine Learning
  12. Future of AI & Machine Learning

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