I am Alessandro Piana from Bergamo (Italy).
- 🎓 I completed an M.Sc. in Mathematical Engineering at Politecnico di Milano. My main interests are probability, statistics, machine learning, and decision-making under uncertainty
- 💼 Developed a master’s thesis on a Digital Twin framework for ICU glucose management
- 🌱 I am currently learning generative AI frameworks (e.g. LangChain, LangGraph) and cloud-based tools on AWS
I am currently working as a Data Scientist at Deix Srl
My master’s thesis focuses on the design of a flexible, probabilistic Digital Twin framework for glucose management in Intensive Care Units (ICU).
The proposed approach models the patient–digital twin interaction using Probabilistic Graphical Models (PGMs), with particular emphasis on:
- Markov chains to describe the stochastic evolution of the patient’s latent clinical state
- Dynamic Decision Networks (DDNs) to jointly represent latent states, observations, clinical actions, and rewards over time
- Probabilistic inference techniques to estimate unobserved states and support decision-making under uncertainty
The framework is designed to be modular, data-driven, and adaptable, allowing the integration of heterogeneous clinical data (e.g. glucose measurements, insulin infusion rates) and enabling risk-aware decision support for ICU glucose control.
- 🧮 I love solving math and logic puzzles
- 🏆 Sports enthusiast
- 🔴⚫ AC Milan fan