Higher Education2 min read
Why I Still Teach With Jupyter Notebooks in 2026
Active-learning pedagogy, industry case studies, and the case for keeping the feedback loop between code and explanation as short as possible.
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Essays and field notes on AI, machine learning, data science, higher education, and turning research into deployed systems.
How doctoral research on adaptive credit-card fraud detection became a real-time anti-money-laundering system running against live transactions.
25 August 2026 · 2 min read
Active-learning pedagogy, industry case studies, and the case for keeping the feedback loop between code and explanation as short as possible.
Read articleA fraud model that scored 95% accuracy at launch can be quietly failing six months later — here's why, and what adaptive detection does about it.
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