About Course

Free Artificial Intelligence Course for Beginners: AI Fundamentals, Machine Learning and Generative AI

If you want to understand artificial intelligence but do not know where to start, this beginner-friendly course gives you a clear foundation.

Foundations of Artificial Intelligence: From Myths to Machine Learning is a free AI fundamentals course from NORAI Academy. It is designed for beginners, students, professionals, entrepreneurs and lifelong learners who want to understand what artificial intelligence is, where it came from, how it works, and why it matters.

You do not need coding experience or a technical background to begin.

This course takes you from the earliest ideas of artificial life and machine intelligence to the foundations of modern AI, including symbolic AI, expert systems, machine learning, neural networks, deep learning, transformers, generative AI, large language models, AI agents, ethics, privacy and the future of artificial general intelligence.

Instead of jumping straight into tools, this course helps you understand the bigger picture first.

You’ll explore how humans have thought about intelligence, how machines came to simulate parts of human reasoning, why early rule-based systems struggled, how machine learning changed the field, and how today’s AI systems learn from data, recognise patterns, generate language and support real-world decision-making.

Who is this for?

This course is for anyone who wants a serious but accessible starting point for learning artificial intelligence.

It is suitable for:

– beginners who want to understand AI without jargon
– students exploring artificial intelligence and machine learning
– professionals who want to understand the technology behind modern AI tools
– entrepreneurs and small business owners looking for practical AI knowledge
– creators, marketers and consultants who want to use AI more confidently
– anyone curious about the history, ethics and future of machine intelligence

By the end of the course, you will have a clearer understanding of what AI is, what it is not, how machine learning and deep learning fit into the picture, and why concepts like data, models, transformers, bias, privacy and responsible AI matter.

Complete the course and quizzes to earn your free NORAI Academy certificate.

Based on Victor A. Lausas’ acclaimed book, “Artificial Intelligence Made Unlocked” (ISBN 978-952-88-0520-5), this course distils the essentials for anyone ready to understand and apply AI in the real world. If you prefer to read the book instead, you can also get the book for free for a limited time:

Subscribe to the newsletter and download your free copy of Artificial Intelligence Made Unlocked: From Logic to Learning for FREE!

We have added the subscriber form to our contact page.

The book is also on shelves at Lulu for 19.99€.

FAQ

What is artificial intelligence? 
Artificial intelligence is the field of creating machines and computer systems that can perform tasks normally associated with human intelligence, such as learning, reasoning, problem-solving, recognising patterns, understanding language and making decisions.

Is this artificial intelligence course free? 
Yes. Foundations of Artificial Intelligence: From Myths to Machine Learning is currently available as a free course through NORAI Academy.

Is this course suitable for beginners? 
Yes. This course is designed as a beginner-friendly starting point for anyone who wants to understand artificial intelligence without needing coding experience or a technical background.

Do I need coding skills to take this course? 
No. This is not a programming course. It focuses on understanding the foundations, history, concepts and real-world impact of artificial intelligence in clear, accessible language.

What will I learn in this AI fundamentals course? 
You will learn what intelligence means, how human, animal and machine intelligence differ, where artificial intelligence came from, how early AI systems developed, and how modern AI evolved through symbolic AI, machine learning, neural networks, deep learning, transformers and generative AI.

Does this course cover machine learning? 
Yes. This course introduces machine learning as part of the broader history and development of artificial intelligence. It explains how AI moved from rule-based systems toward data-driven learning.

Does this course cover generative AI? 
Yes. The course introduces modern generative AI and large language models as part of the wider evolution of artificial intelligence, helping you understand where today’s AI tools fit into the bigger picture.

Who is this course for? 
This course is for beginners, students, professionals, entrepreneurs, creators, consultants, small business owners and lifelong learners who want a clear foundation in artificial intelligence before moving into more advanced AI topics.

Can I earn a certificate? 
Yes. Complete the course and quizzes to earn your free NORAI Academy certificate.

Is this course based on a book? 
Yes. The course is based on Victor A. Lausas’ book Artificial Intelligence Made Unlocked: From Logic to Learning, which covers intelligence, AI history, symbolic AI, machine learning, deep learning, generative AI, ethics, privacy, regulation and the future of AI.

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What Will You Learn?

  • Understand what AI is - and isn’t
  • Understand the difference between symbolic and machine learning approaches
  • Identify major milestones in AI history
  • Recognise real-world uses of AI (and their challenges)
  • Spot ethical issues and future trends in artificial intelligence

Course Content

Understanding Intelligence
Explore the foundations of intelligence - what it means in humans, animals and machines. Discover psychological, neuroscientific and philosophical perspectives and compare the core attributes across different forms of intelligence.

  • What Is Intelligence?
  • Comparative Intelligence – Humans, Animals and Machines

Philosophical & Historical Roots
Dive into the philosophical debates and early human aspirations that shaped our vision of intelligent machines. From the mind-body problem to ancient automata, trace how our dreams of artificial beings evolved through myth, philosophy and engineering marvels.

Mathematical & Scientific Foundations
Uncover the mathematical breakthroughs and scientific concepts that underpin AI, including Boolean logic, Gödel’s theorems and Turing’s computation. See how these ideas set the stage for programmable machines and formal AI research.

The First Wave of AI – Symbolic AI & Expert Systems
Learn about the rise (and limitations) of early AI - symbolic reasoning, rule-based systems and expert systems that mimicked specialist decision-making. Understand the causes of the first "AI winter" and what researchers learned from it.

The Second Wave – Connectionism & Neural Networks
See how the revival of neural networks and connectionist thinking brought new hope to AI. Explore key breakthroughs like the backpropagation algorithm and real-world applications of neural nets in the 1980s and 90s.

From Rules to Learning – Machine Learning and Big Data
Trace the shift from rigid rule-based systems to flexible, data-driven machine learning. Understand how big data and improved computational power enabled AI systems to adapt and improve, leading to widespread adoption.

Deep Learning, Transformers & Generative AI
Explore the AI revolution sparked by deep learning (AlexNet), the rise of transformers and generative models like GPT. Discover how these technologies are transforming language, vision and creativity.

AI in the Real World
See how artificial intelligence is being applied across industries, from healthcare and finance to transportation and entertainment, with real-world case studies illustrating its practical impact.

Ethics, Society and the Future of AI
Examine the ethical challenges and societal impacts of AI, including bias, privacy, job displacement and the frameworks guiding responsible AI. Look ahead to Artificial General Intelligence and the interdisciplinary efforts shaping AI’s future.

Final Assessment
Test your knowledge with the "AI Foundations Challenge" - a comprehensive quiz covering the entire course. Passing the quiz earns you your official NORAI Academy certificate. An 80% score is required to pass, and you have unlimited attempts.

Earn a FREE certificate on completion!

Add this certificate to your resume to demonstrate your skills & increase your chances of getting noticed.

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Student Ratings & Reviews

4.9
Total 36 Ratings
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IS
3 days ago
I really enjoyed taking this short free course on Artificial Intelligence. Its real strength lies in its ability to make complex concepts accessible to everyone. The course manages to provide a clear overview of the fundamentals of AI.It is perfect for anyone looking to get started with the basics, to understand how AI works, and to see the possibilities it opens up. A great stepping stone for navigating both the present and future of technology.
Construtivo
IT
4 weeks ago
The course was very informative and helpful.
JD
4 weeks ago
Superb and informative!
SS
4 months ago
na
experiência melhor possível, estou muito feliz em ter essa plataforma de estudos me auxiliando em meus estudos, Gratidão.
OB
4 months ago
very course, thank you
Thank you for the opportunity to be part of the training courses, which combine quality, dedication, and knowledge. Thank you for your commitment to providing the best explanations and for all the care that is evident in each detailed explanation.
Thank you very much, Norai team!

Marcos
Borda da Mata MG - Brazil
GR
5 months ago
Good!
Yes
SA
5 months ago
Very good course.
SB
5 months ago
Good breadth of information
Muitos conceitos deIA ,ótimo conteúdo!!
RO
6 months ago
excelent. Simple
SM
6 months ago
good
AA
7 months ago
Excelent
Ponfa Canfa
7 months ago
it was very good and educative
RM
8 months ago
The best AI course for beginners. Thank you for all the learning.
ZQ
8 months ago
Absolutely Goodddd
MW
8 months ago
Yes.