Corso di laurea magistrale in Physics of Data (LM-17) – sede di Padova

Università degli Studi di Padova · Dipartimento di Fisica e Astronomia "Galileo Galilei" - DFA · Laurea magistrale · piano di studi, esami e libri, a.a. 2026/2027

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Il piano di studi in breve

1º anno

1º semestre

• Obbligatori (esami a scelta)
• Laboratory Of Computational Physics (C.I.) · 12 CFU · Prof. Marco Zanetti · testi non ancora pubblicati
• Machine Learning · 6 CFU · Prof. Federico Chiariotti · 1 libro: Understanding machine learning from theory to algorithms ,
• Management And Analysis Of Physics Dataset (C.I.) · 12 CFU · Prof. Jacopo Pazzini · testi non ancora pubblicati

2º semestre

• Obbligatori (esami a scelta)
• Advanced Statistics For Physics Analysis · 6 CFU · Prof. Gianmaria Falasco · 3 libri: Theory – Applications in the Physical Sciences; Data Analysis – A Bayesian Tutorial by Devinderjit Sivia; Monte Carlo Statistical Methods by Christian Robert, George
• Laboratory Of Computational Physics (C.I.) · 12 CFU · Prof. Marco Zanetti · testi non ancora pubblicati
• Management And Analysis Of Physics Dataset (C.I.) · 12 CFU · Prof. Jacopo Pazzini · testi non ancora pubblicati

2º anno

1º semestre

• Obbligatori (esami a scelta)
• Information Theory And Inference · 6 CFU · Prof. Michele Allegra · 3 libri: Hoboken – Wiley; 2011, CRC Press Taylor & Francis Group; Information theory, inference, and learning algorithms, by MacKay,David

Note sul piano di studi

• Nel piano 2026/2027 pubblicato dall'ateneo, gli insegnamenti obbligatori del 2º anno sono tutti nel 1º semestre.

Esami facoltativi e a scelta

• Advanced Topics in Physics Of Data · 4 CFU · 3 libri: Rasmussen – Gaussian Processes for Machine Learning; Bronstein et al. , Geometric Deep Learning, 2021; Bahri – Statistical Mechanics of Deep Learning
• Astro-Statistics And Cosmology · 6 CFU · Prof. Michele Liguori · 2 libri: Hobson – Bayesian Methods in Cosmology; Sivia – Data analysis
• Biological Datasets For Computational Physics · 6 CFU · Prof. Monika Fuxreiter · testi non ancora pubblicati
• Computational Astrophysics · 6 CFU · Prof. Tiziano Zingales · testi non ancora pubblicati
• Computer Vision And Cognitive Systems · 6 CFU · Prof. Lamberto Ballan · 2 libri: Computer Vision – Algorithms and Applications; William – Freeman
• Dynamical Models For Climate · 6 CFU · Prof. Sandro Azaele · 4 libri: Strogatz – Nonlinear Dynamics and Chaos; Dijkstra – Nonlinear Climate Dynamics; Gardiner – Handbook of Stochastic Methods for Physics…
• Fundamentals Of Astrophysics And Cosmology · 6 CFU · Prof. Nicola Bartolo · 5 libri: Bennett – The Cosmic Perspective; The Origin and Evolution of Cosmic Structure. John; An Introduction. Springer, Berlin, 2015…
• Game Theory · 6 CFU · Prof. Leonardo Badia · 5 libri: Lucchetti – Luogo; N. Nisan, T. Roughgarden, E. Tardos, V. V.; MacKenzie – Morgan & Claypool…
• General Relativity · 6 CFU · Prof. Francesco D'Eramo · 3 libri: Schutz – A First Course in General Relativity; Hartle – An Introduction to Einstein's General Relativity; Carroll – Spacetime and Geometry
• Models Of Theoretical Physics · 6 CFU · Prof. Sandro Azaele · 3 libri: Autori – Chaichian and Demichev; Statistical physics of spin glasses and information processing:; Stochastic methods , Autori: Gardiner, Crispin, Luogo: Berlin,
• Modern Computing For Physics · 6 CFU · Prof. Jacopo Pazzini · 1 libro: Wen-mei – Morgan Kaufmann
• Neural Networks And Deep Learning · 6 CFU · Prof. Simone Milani · 3 libri: Autori: Goodfellow – ISBN-10; Christopher – Bishop; Autori: Shalev-Shwartz – ISBN-10
• Nuclear Physics · 6 CFU · Prof. Lorenzo Fortunato · 4 libri: Autori – Bristol and Phyladelphia; Physics – Introductory Nuclear Physics; Nuclear Models – Greiner and Maruhn…
• Physical Models Of Living Systems · 6 CFU · Prof. Simon Suweis Samir · 3 libri: Philip Nelson – Physical Models of Living Systems; Robert – Stability and Complexity in Model Ecosystems; Peter Dayan – Computational and Mathematical Modeling of Neural Systems
• Physics Of Complex Networks: Structure And Dynamics · 3 CFU · Prof. Manlio De Domenico · 2 libri: Newman – An Introduction; Barrat – Dynamical Processes on Complex Networks
• Physics Of Complex Systems · 6 CFU · Prof. Antonio Trovato · 2 libri: Information – Physics and computation; Autori: Livi – Strongly recommended for the parts on stochastic…
• Physics Of Life, Data And Epidemiology · 6 CFU · Prof. Chiara Poletto · 3 libri: Dynamical Processes on Complex Networks , Autori: Alain; István – Miller; Matt – Rohani
• Physics Of The Atmosphere · 6 CFU · Prof. Francesco Marra · testi non ancora pubblicati
• Programmable Hardware Devices · 6 CFU · Prof. Andrea Triossi · 1 libro: Zwolinski – Digital System Design with VHDL
• Quantum Information And Computing · 6 CFU · Prof. Giuseppe Vallone · 2 libri: Benenti – New Yersey; Michael – Chuang
• Quantum Information With Atoms And Photons · 6 CFU · Prof. Pietro Silvi · 2 libri: Atom-photon interactions : basic processes and applications /; The Quantum World of Ultra-Cold Atoms and…
• Statistical Mechanics · 6 CFU · Prof. Enzo Orlandini · 3 libri: Meccanica Statistica , Autori: K. Huang, Luogo: --,; Peliti – Princeton; Yeomans – Statistical Mechanics
• Statistical Mechanics Of Complex Systems · 6 CFU · Prof. Marco Baiesi · 4 libri: Statistical Mechanics; Statistical Mechanics – Statistical Mechanics; Stochastic Methods…
• Theoretical Physics · 6 CFU · Prof. Paride Paradisi · 6 libri: Peskin – An Introduction to Quantum Field Theory; Mandl – Quantum Field Theory; Gelis – Quantum Field Theory…
• Theoretical Physics Of The Fundamental Interactions · 6 CFU · Prof. Paride Paradisi · 4 libri: Schwartz – Quantum Field Theory and the Standard Model; Peskin – An Introduction to Quantum Field Theory; Cheng – Gauge Theory of Elementary Particle Physics…