Stochastics and data science — Università degli Studi di Torino, Torino

Il piano degli esami

1° anno

• DATABASES AND ALGORITHMS — 12 CFU
• MULTIVARIATE STATISTICAL ANALYSIS — 6 CFU
• PROBABILITY THEORY — 9 CFU
• STATISTICAL INFERENCE — 9 CFU
• STOCHASTIC PROCESSES — 6 CFU
• Obbligatori (a scelta): ANALYSIS (CANALE 1) 9 CFU; STATISTICS FOR STOCHASTICS PROCESSES 6 CFU
• Choose exactly 3 CFU among the following. The other course can be chosen later as free credits (3 CFU) (scegli 3 CFU): PYTHON PROGRAMMING FOR DATA SCIENCE 3 CFU; R PROGRAMMING FOR DATA SCIENCE 3 CFU

2° anno

• FINAL EXAMINATION — 24 CFU
• PARTIAL AND STOCHASTIC DIFFERENTIAL EQUATIONS — 6 CFU

In qualsiasi anno

• BAYESIAN STATISTICS — 6 CFU
• INTRODUCTION TO DATA MINING — 6 CFU
• STATISTICAL MACHINE LEARNING — 6 CFU
• Choose the remaining cfu (if any) to reach 18 cfu from the previous choice rule from the following educational activities (fra 1 e 12 CFU) (a scelta): APPLIED STOCHASTIC CALCULUS 6 CFU; COMPLEX NETWORKS 6 CFU; COMPUTATIONAL METHODS FOR STATISTICS 6 CFU; DECISIONS AND UNCERTAINTY 6 CFU; DEEP LEARNING 6 CFU; ECONOMETRICS 6 CFU; GAME THEORY 6 CFU; INFORMATION THEORY 6 CFU; METODI MATEMATICI PER IL MACHINE LEARNING 6 CFU; SIMULATION MODELS FOR ECONOMICS 6 CFU
• SELECT 12 CREDITS OF STUDENT-SELECTED TYPE (TAF D - A SCELTA DELLO STUDENTE) SELECTED FROM THE MASTER'S DEGREE COURSE IN STOCHASTICS AND DATA SCIENCE (fra 1 e 24 CFU) (a scelta): APPLIED STOCHASTIC CALCULUS 6 CFU; BAYESIAN STATISTICS 6 CFU; COMPLEX NETWORKS 6 CFU; COMPUTATIONAL METHODS FOR STATISTICS 6 CFU; DECISIONS AND UNCERTAINTY 6 CFU; DEEP LEARNING 6 CFU; ECONOMETRICS 6 CFU; GAME THEORY 6 CFU; INFORMATION THEORY 6 CFU; INTRODUCTION TO DATA MINING 6 CFU; METODI MATEMATICI PER IL MACHINE LEARNING 6 CFU; PYTHON PROGRAMMING FOR DATA SCIENCE 3 CFU; R PROGRAMMING FOR DATA SCIENCE 3 CFU; SIMULATION MODELS FOR ECONOMICS 6 CFU; STATISTICAL MACHINE LEARNING 6 CFU
• ITALIAN LANGUAGE FOR FOREIGN STUDENTS (fra 1 e 3 CFU) (a scelta): ITALIAN FOR INTERNATIONAL STUDENTS BEGINNER LEVEL 3 CFU; ITALIAN FOR INTERNATIONAL STUDENTS PRE-INTERMEDIATE LEVEL 3 CFU
• STUDENT-SELECTED COURSES (TAF D - A SCELTA DELLO STUDENTE) FROM OTHER MASTER’S DEGREE PROGRAMS AT THE UNIVERSITY (fra 1 e 24 CFU) (a scelta):
• UNITA A' LA CARTE (fra 1 e 24 CFU) (a scelta): BLENDED INTENSIVE PROGRAMME 1 CFU; BLENDED INTENSIVE PROGRAMME 2 CFU; BLENDED INTENSIVE PROGRAMME 3 CFU; BLENDED INTENSIVE PROGRAMME 4 CFU; BLENDED INTENSIVE PROGRAMME 5 CFU; BLENDED INTENSIVE PROGRAMME 6 CFU; ELEMENTI DI INTERCOMPRENSIONE (ON-LINE) 3 CFU; FLEXIBILITY WINDOW 1 CFU; FLEXIBILITY WINDOW 2 CFU; FLEXIBILITY WINDOW 3 CFU; FLEXIBILITY WINDOW 4 CFU; FLEXIBILITY WINDOW 5 CFU; FLEXIBILITY WINDOW 6 CFU; UNITA - ADVANCED FRENCH COURSE - B2 3 CFU; UNITA - BEGINNER FRENCH COURSE - A2 3 CFU; UNITA - BIOETICA Y DERECHOS HUMANOS - UNIVERSIDAD DEL ROSARIO 3 CFU; UNITA - BUSINESS FRENCH - B1 3 CFU; UNITA - EUROPEAN CITIZENSHIP AND IDENTITY 3 CFU; UNITA - EUROPEAN CITIZENSHIP AND IDENTITY - ADVANCED 3 CFU; UNITA - FOOD CARBOHYDRATES AND BIOACTIVE COMPOUNDS - UNIVERSIDADE FEDERAL DE VICOSA 7 CFU; UNITA - INSECT FARMING - UNIVERSIDAD PUBLICA DE NAVARRA 3 CFU; UNITA - INTERCOMPREHENSION - A1 - I SEM 2 CFU; UNITA - INTERMEDIATE FRENCH COURSE - B1- I SEM 3 CFU; UNITA - INTRODUCTION TO DATA ANALYSIS - INSTITUTO POLITECNICO DA GUARDA 3 CFU; UNITA - MOLECULAR FARMING: PLANTS AS BIOFACTORIES - UNIVERSIDAD PUBLICA DE NAVARRA 3 CFU; UNITA - PODCAST LAB: JOURNALISM, STORYTELLING AND THE POWER OF PODCASTING - INSTITUTO POLITECNICO DA GUARDA 1 CFU; UNITA - ROMANIAN - I SEM 2 CFU; UNITA - ROMANIAN LANGUAGE FOR FOREIGN STUDENT - A1 2 CFU; UNITA - SPANISH - A1 - II SEM 6 CFU; UNITA - SPANISH - A2 6 CFU