Catalogue
Courses
25 live online courses in 6 tracks. Each states its EQF level, ECTS workload, outcomes and assessment.
Foundations
The mathematics, programming and AI literacy every later course builds on.
- FND-101
Mathematics for Machine Learning
The linear algebra, calculus, probability and numerics that modern ML is built on
EQF 64 ECTS8 weeks16 lessons
- FND-102
Python, Data and Engineering Foundations for AI
The programming, data and engineering habits every AI project depends on
EQF 52 ECTS4 weeks8 lessons
- FND-103
AI Literacy for Professionals and the EU AI Act
Understand, use and govern AI at work, with the EU AI Act's literacy expectations in view
EQF 51 ECTS4 weeks4 lessons
Machine Learning and Deep Learning
Classical ML, deep learning and the discipline of shipping models to production.
- MLE-201
Machine Learning: Principles and Practice
Build, validate and explain models that hold up outside the notebook
EQF 64 ECTS8 weeks16 lessons
- MLE-202
Deep Learning
From backpropagation to transformers, trained efficiently on modern hardware
EQF 64 ECTS8 weeks16 lessons
- MLE-203
MLOps and Production Machine Learning
Ship, monitor and own machine-learning systems in production
EQF 63 ECTS6 weeks12 lessons
Generative AI and LLM Engineering
How large language models work, and how to build, evaluate and secure systems on them.
- GEN-301
Large Language Models: Foundations and Internals
How LLMs work, from tokens to reasoning, well enough to predict and debug their behaviour
EQF 64 ECTS8 weeks16 lessons
- GEN-302
Retrieval-Augmented Generation and Knowledge Systems
Build retrieval systems that find the right evidence, ground every answer and survive production
EQF 63 ECTS6 weeks12 lessons
- GEN-303
Agentic AI Systems Engineering
Build agents that use tools, plan, remember and act, within limits you can defend
EQF 74 ECTS8 weeks16 lessons
- GEN-304
LLMOps: Evaluation, Observability and AI Security
Release, monitor, secure and operate LLM applications with evidence rather than hope
EQF 73 ECTS6 weeks12 lessons
- GEN-305
Fine-Tuning, Alignment and Model Customisation
Know when to customise a model, then do it well on modest hardware
EQF 73 ECTS6 weeks12 lessons
- GEN-306
Multimodal and Generative Models
Vision, documents, images, video and speech, and the responsibilities that come with generated media
EQF 62 ECTS4 weeks8 lessons
Solution and Enterprise Architecture
Designing systems that meet their quality attributes, and defending the decisions.
- ARC-401
Foundations of Solution Architecture
Think, decide, document and defend like a solution architect
EQF 64 ECTS8 weeks16 lessons
- ARC-402
Distributed Systems and Cloud-Native Architecture
Design systems that stay up, scale out and fail small
EQF 74 ECTS8 weeks16 lessons
- ARC-403
Data Architecture and Platforms
From storage engines to data products, for operational and analytical systems
EQF 73 ECTS6 weeks12 lessons
- ARC-404
Integration, APIs and Event-Driven Architecture
Design contracts that last and integrations that survive failure
EQF 62 ECTS4 weeks8 lessons
- ARC-405
Security, Privacy and Regulatory Architecture
Build security, privacy and EU compliance into the design rather than bolting them on
EQF 73 ECTS6 weeks12 lessons
- ARC-406
Enterprise Architecture, Governance and Modernisation
Connect strategy to systems, modernise legacy estates and govern without blocking delivery
EQF 73 ECTS6 weeks12 lessons
AI Solution Architecture
The flagship track. Architecting, governing and operating AI systems in the enterprise.
- AIA-501
Architecting AI Systems
Design, defend and operate production AI and LLM systems in the enterprise
EQF 74 ECTS8 weeks16 lessons
- AIA-502
AI Governance, Risk and EU AI Act Compliance by Design
Turn the EU AI Act, GDPR and ISO/IEC 42001 into architecture, evidence and an operating model
EQF 73 ECTS6 weeks12 lessons
- AIA-503
AI Infrastructure, Inference and FinOps
Accelerators, serving engines, capacity and cost for production AI
EQF 73 ECTS6 weeks12 lessons
Professional Practice
Capstones, industry case clinics and career transition.
- CAP-501
Capstone: AI Engineering Project
Ship a production-quality ML or LLM system and defend it before a panel
EQF 65 ECTS8 weeks8 lessons
- CAP-502
Capstone: Architecture Project
Architect an enterprise solution end to end and defend it before a review board
EQF 76 ECTS8 weeks8 lessons
- PRO-601
Career Transition Lab
Move into AI, ML, generative AI or architecture roles with evidence, not hope
EQF 62 ECTS6 weeks6 lessons
- PRO-602
Industry Case Clinic
How real systems were built, and how they failed, from the engineers' own accounts
EQF 72 ECTS8 weeks8 lessons