Konsta Kiirikki#
Applied-mathematics student • AI/ML Developer (AI4Value)
Applied-mathematics student and AI/ML developer building uncertainty-aware AI for medicine — from migraine forecasting to deep-brain-stimulation tuning.
Quick links#
GitHub: PlayerPlanet
LinkedIn: https://linkedin.com/in/konsta-kiirikki
Highlights#
Amortised Bayesian inference over a mechanistic digital-shadow model for personalised migraine risk, with active-learning convergence in deployment. Gold on the Pfizer × Aava track at Junction Main; Spark Finland 2026.
Digital-shadow forward model + amortised inference (SNPE) + Pareto multi-objective optimisation, recommending DBS settings to the treating clinician. Human-in-the-loop by design.
Quantum Singular Value Transformation for credit and real-estate risk on Finnish data across 17 regions; deployed on the LUMI supercomputer and on IBM Boston / Heron r3. Silver on the Junction X OP Pohjola track, with Milla Kolehmainen, Antti Nurminen, Silja Heiskanen and mentor Juha Vesanto. Honest result: ~10% VaR error on a 12-asset portfolio, scaling with QSVT circuit depth. Note.
March 2026 seminar decks — one on simulation-based inference, one on learning multidimensional joint distributions through copulas. Slides embedded as notes.