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AI and Machine Learning Essentials

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AI and Machine Learning Essentials

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Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

5 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

5 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Identify key concepts in AI and machine learning

  • Understand AI's impact on business and society

  • Evaluate the ethical and societal implications of AI

Details to know

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Recently updated!

June 2026

Assessments

6 assignments

Taught in English

There are 6 modules in this course

This course offers a comprehensive exploration of Artificial Intelligence (AI) and Machine Learning (ML), two of the most transformative technologies in the modern world. You’ll learn about their development, impact, and the ethical dilemmas they raise in business and society. The course is designed to provide both technical insights and a deep understanding of the broader implications of AI.

Throughout the course, learners will gain practical knowledge about how AI and ML work and their real-world applications. You’ll also gain insight into the challenges these technologies present, such as their potential societal risks and consequences. By analyzing case studies and current use cases, this course will help you comprehend the advantages and potential pitfalls of these technologies. What sets this course apart is its unique combination of theoretical foundation and practical applications. You won’t just learn about AI and ML in the abstract, but also how they are applied in real-world settings, shaping industries and societies. This balance of theory and practice will give you a well-rounded view of AI and ML. This course is ideal for individuals interested in AI and its applications across various fields, including business, technology, and ethics. A basic understanding of computer science or programming is recommended but not essential. This course is based on the book, AI and Machine Learning, by Was Rahman. Copyright ©2020 by Sage Publications Limited. All rights reserved, including rights for text and data mining and training of artificial technologies or similar technologies. Published by Sage Publications Limited, London. Used by arrangement with Sage Publications Limited.

This module examines the definitions and characteristics of intelligence in both humans and machines, distinguishing between narrow and general forms of artificial intelligence. Learners will explore real-world examples, such as smart speakers and chatbots, and discover how experts evaluate and measure AI capabilities. The module also addresses the challenges in recognizing and defining artificial general intelligence (AGI).

What's included

1 video5 readings1 assignment

1 video•Total 1 minute
  • Overview•1 minute
5 readings•Total 27 minutes
  • Introduction•6 minutes
  • Illustration: How Intelligent is a Smart Speaker?•5 minutes
  • Illustration: How Intelligent is a Simple Chatbot?•4 minutes
  • 'General Intelligence': The Ninth Characteristic•5 minutes
  • How Would we Recognize AGI?•7 minutes
1 assignment•Total 16 minutes
  • Exploring the Nature and Challenges of Artificial Intelligence•16 minutes

This module traces the origins and evolution of artificial intelligence, from its philosophical roots to its establishment as a scientific discipline. Learners will discover key milestones, influential figures, and the interdisciplinary nature of AI's development. By understanding this historical context, students will gain insight into how past ideas shape current AI technologies.

What's included

1 video3 readings1 assignment

1 video•Total 1 minute
  • Overview•1 minute
3 readings•Total 17 minutes
  • Introduction•4 minutes
  • Conceived by Philosophers, Brought to Life by Mathematicians, Scientists and Engineers•6 minutes
  • The Birth of AI is Registered in June 1956•7 minutes
1 assignment•Total 16 minutes
  • Origins and Evolution of Artificial Intelligence Concepts•16 minutes

This module introduces the foundational principles of artificial intelligence and machine learning, including key concepts, mathematical representations, and real-world applications such as computer vision, natural language processing, and intelligent automation. Learners will explore how machines are taught to learn, the challenges of building intelligent systems, and the role of deep learning in advancing AI capabilities.

What's included

1 video9 readings1 assignment

1 video•Total 1 minute
  • Overview•1 minute
9 readings•Total 74 minutes
  • Introduction•7 minutes
  • Illustration: Understanding AI Movie Recommendations using the Six Concepts•7 minutes
  • Bringing it all Together•8 minutes
  • Computer Vision•10 minutes
  • Natural Language Processing•10 minutes
  • Intelligent Automation•10 minutes
  • How We Teach Machines to 'Learn'•5 minutes
  • Better Learning Strategies than Random Trial and Error•10 minutes
  • Deep Learning•7 minutes
1 assignment•Total 16 minutes
  • Foundations of Artificial Intelligence and Machine Learning•16 minutes

This module explores the transformative impact of artificial intelligence across home automation, transportation, and business operations. Learners will discover how AI technologies are reshaping daily life, revolutionizing industries, and streamlining processes from logistics to human resources. Real-world examples illustrate both the opportunities and challenges presented by AI integration.

What's included

1 video9 readings1 assignment

1 video•Total 1 minute
  • Overview•1 minute
9 readings•Total 55 minutes
  • Introduction•6 minutes
  • Where the Intelligence in Household AI Lives•5 minutes
  • Robot 'Butlers'•8 minutes
  • AI in Cars: Data is the New Fuel•6 minutes
  • AI in Taxis•6 minutes
  • Nine to Five: AI in Business•8 minutes
  • Processing Paperwork: RPA•7 minutes
  • Delivering Things•5 minutes
  • Employing and Managing People•4 minutes
1 assignment•Total 16 minutes
  • AI in Modern Business and Daily Life•16 minutes

This module explores the complex challenges posed by artificial intelligence, including ethical dilemmas, control issues, and the effectiveness of regulatory frameworks. Learners will examine real-world and hypothetical scenarios to understand the risks and consequences of AI deployment in sectors like healthcare and business. The module also discusses the roles of regulators and businesses in ensuring responsible AI governance.

What's included

1 video4 readings1 assignment

1 video•Total 1 minute
  • Overview•1 minute
4 readings•Total 25 minutes
  • Introduction•6 minutes
  • Applying the Medical Care Analogy to AI•7 minutes
  • 'Good' and 'Bad' in Business Performance Terms•6 minutes
  • Can Regulators Control AI Effectively?•6 minutes
1 assignment•Total 16 minutes
  • Ethical and Practical Challenges of Artificial Intelligence•16 minutes

This module explores diverse perspectives on the future of artificial intelligence, drawing from both expert analysis and speculative fiction. Learners will compare predictions from scientists, academics, and futurologists, and assess the potential societal impacts of AI advancements.

What's included

1 video3 readings1 assignment

1 video•Total 1 minute
  • Overview•1 minute
3 readings•Total 19 minutes
  • Introduction•6 minutes
  • The Future According to Scientists and Academics•7 minutes
  • The Future According to Professional Futurologists•6 minutes
1 assignment•Total 16 minutes
  • Technology, Society, and the Future•16 minutes

Instructor

Sage Publications
28 Courses•175 learners

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