It’s a special milestone when a learning journey levels up – moving from legacy foundations to the pulse of modern AI. Today, I’m proud to announce the next chapter on NORAI Connect:
Foundations of Artificial Intelligence: Machine Learning
This isn’t just another online course. It’s the third in the NORAI Connect Foundations of AI series – a series that began by clarifying the roots of intelligence, then moved through the logic-driven era of symbolic AI and now brings you straight into the world of data-driven learning.
Let’s dive into what’s inside – and why this course (and NORAI Connect itself) matter for Europe’s future.
Why Machine Learning Deserves Its Own Spotlight
“Machine learning” is one of the most misused buzzwords in tech – yet it’s also the driving force behind the modern AI revolution. From search engines and voice assistants to fraud detection and medical diagnostics, ML is now everywhere.
But real understanding is rare.
This course was designed to change that. Instead of hype, we offer a clear path:
What machine learning really is (and isn’t)
How learning from data differs from learning from rules
What’s under the hood in algorithms powering today’s breakthroughs
For everyone from technical leads and product managers to curious entrepreneurs and policymakers, if you want to understand the how and why of AI’s data-driven heart, you’re in the right place.

What You’ll Learn in the New Course
We built this course to be approachable, but never shallow. Here’s what’s inside:
1. The Data-Driven Paradigm:
Why ML overtook symbolic AI in many domains
Key differences and the role of data
2. Types of Machine Learning:
Supervised, unsupervised and reinforcement learning – when, why and how to use each
- Semi-Supervised and Self-Supervised learning
3. The ML Workflow:
Data collection, cleaning, feature engineering and splitting
The full journey from raw data to usable models
4. Core Algorithms Explained:
Regression, decision trees, SVMs, clustering, neural nets and more – what they do and why they matter
Hands-on examples
5. Deep Learning & Transformers:
How neural networks mimic (and differ from) the brain
CNNs, RNNs, transformers – without the black-box jargon
6. Evaluation, Metrics & Validation:
Accuracy, precision, recall, F1, overfitting, underfitting – how real experts measure and improve models
7. From Vision to Language to Robotics:
Case studies: vision, natural language, self-driving cars, healthcare
Reinforcement learning in the real world
8. Responsible AI:
Bias, fairness, explainability and the risks that come with power
How to spot and mitigate them
9. Machine Learning in Practice:
MLOps, deployment, monitoring, model lifecycle
10. The Road Ahead:
Where ML is heading next and how to keep up
Why NORAI Connect?

A European Learning Platform With a Mission
NORAI Connect isn’t just a course library – it’s a purpose-driven platform created for those who care about trust, clarity and real-world readiness in AI. Here’s why we exist:
Education for All, Not Just Engineers:
We break down barriers. No endless jargon, no secret handshakes – just world-class material explained with clarity. We want to create AI confidence in every European, from team leaders and business owners to policy shapers and rising technologists.Regulatory-Ready Mindset:
Europe’s future in AI depends on understanding, not just compliance, but real ethical leadership. Our courses go beyond code, equipping you to think critically about fairness, privacy and governance.Free. Open. Growing Fast:
All NORAI Connect courses are free, with certificates on completion. We’re building a learning community, not a walled garden.Step-by-Step, Not Overwhelming:
Each course builds on the last. If you’ve finished the first two Foundations of AI courses, this Machine Learning chapter is your next logical step.
Who Should Join?
Professionals who want to speak confidently about AI in business meetings, not just “nod along.”
Students and researchers seeking a solid, practical understanding of the ML landscape.
Founders, leaders and policy shapers who need more than hype – they need insight.
Anyone ready to future-proof their career, team or organisation.
Ready to Demystify Machine Learning?
Enrol today in Foundations of Artificial Intelligence: Machine Learning – and join hundreds already discovering the difference that real, clear, European AI education makes.
Complete the quizzes, earn your certificate and take your place in the next wave of AI leadership.
Final Thought
If you’re ready to stop watching from the sidelines and start shaping how AI works for you, this is your next step. NORAI Connect isn’t about buzzwords or passive learning. It’s about giving smart, ambitious people the real skills and perspective to lead, build and set the standard in European AI.
Join the course. Challenge yourself. And prove – especially to yourself – that you’re not just keeping up. You’re moving ahead.
Victor A. Lausas
Chief Executive Officer
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