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Cybersecurity notes

Feb 1, 2025

A beginner-friendly walkthrough of confidentiality, keys, and hashing with simple exercises.

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AI Fundamentals Explained: From Data to Decisions

Jan 15, 2025

A clear, practical guide to understanding AI from first principles. Learn what data is, how models learn patterns, and how to make sense of AI systems in real work.

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Trust and clarity

I build this to be calm, practical, and safe to use. Tools explain their boundaries, and demos avoid real sensitive data.

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Courses, tools, labs, and practice games for cybersecurity, AI, architecture, data, and digitalisation.

CPD includes structured objectives, conservative hour estimates, and evidence-friendly outputs.

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