PhD Programme

APPLIED DATA SCIENCE AND ARTIFICIAL INTELLIGENCE

Study plan

Curriculum

Medicine, Life Sciences, and Environment

Year:

1

2

FRONTAL TEACHING PROVIDED BY THE DOCTORAL COURSE (1) (between 1 and 99 CFU):

STATE ESTIMATION AND FAULT DETECTION: A SET-BASED APPROACH [DR12017]

1.5 cfu

12 hours

REVIEW OF STATISTICAL MODELING AND INFERENCE [DR14001]

3 cfu

24 hours

POPULATION BASED OPTIMISATION METHODS [DR14002]

2.5 cfu

20 hours

BIODIVERSITY INFORMATICS [DR14003]

3 cfu

24 hours

ADVANCED TOPICS IN REINFORCEMENT LEARNING [DR14005]

1 cfu

8 hours

ADVANCED TOPICS IN NETWORK ANALYSIS: THEORY AND APPLICATIONS [DR14006]

1.5 cfu

12 hours

EVOLUTIONARY ROBOTICS [DR14007]

1.5 cfu

12 hours

FROM DATA TO MODELS: AN INTRODUCTION TO HEALTH RESEARCH [DR14008]

1.5 cfu

12 hours

COPULA MODELING - EXTREME VALUE THEORY [DR14009]

2 cfu

16 hours

ADVANCED TOPICS IN STATISTICAL MODELING [DR14010]

3 cfu

24 hours

ARTIFICIAL INTELLIGENCE IN SOCIETY [DR14012]

3 cfu

24 hours

LAW AND ARTIFICIAL INTELLIGENCE [DR14013]

3 cfu

24 hours

FORMAL METHODS FOR IDENTIFYING MALICIOUS BEHAVIOR [DR14014]

1 cfu

8 hours

ARTIFICIAL INTELLIGENCE [DR14015]

1 cfu

8 hours

INTRODUCTION TO TOOLS AND METHODS FOR RESEARCH IN AI [DR14032]

1.5 cfu

12 hours

INTRODUCTION TO DATA SCIENCE FOR OPTIMISATION [DR14033]

1.5 cfu

12 hours

ADVANCED MEAN-FIELD THEORY OF HIGH-DIMENSIONAL INFERENCE [DR14034]

2 cfu

16 hours

UNSUPERVISED LEARNING AND NON-PARAMETRIC METHODS-SISSA [DR14035]

5 cfu

40 hours

INTRODUCTION TO SUPERVISED MACHINE LEARNING-SISSA [DR14036]

2.5 cfu

20 hours

INTRODUCTION TO NEURAL NETWORKS-SISSA [DR14037]

4.5 cfu

32 hours

BAYESIAN INFERENCE II-SISSA [DR14038]

4.5 cfu

36 hours

ADVANCED TOPICS IN THE THEORY OF NEURAL NETWORKS-SISSA [DR14039]

2.5 cfu

20 hours

MACHINE LEARNING FOR HIGH-THROUGHPUT BIOLOGY-SISSA [DR14040]

1.5 cfu

12 hours

INTRODUCTION TO HIGH-DIMENSIONAL INFERENCE AND SPIN GLASSES-SISSA [DR14041]

2.5 cfu

20 hours

HIGH PERFORMANCE COMPUTING FOR DATA SCIENCE-SISSA [DR14042]

2 cfu

16 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: MACHINE LEARNING FACES COSMOLOGY-SISSA [DR14043]

1 cfu

6 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: DATA MODELLING FOR CANCER GENOMIC DATA-SISSA [DR14044]

1 cfu

6 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: SELFISH GENES AND THE EVOLUTION OF THE GENOME-SISSA [DR14045]

1 cfu

6 hours

EXPLAINABLE ARTIFICIAL INTELLIGENCE [DR14046]

1.5 cfu

12 hours

TRANSVERSAL TEACHING PROVIDED BY THE UNIVERSITY (2) (between 1 and 99 CFU):

ACADEMIC ENGLISH [DR001]

4 cfu

32 hours

ENGLISH FOR STEM [DR002]

2 cfu

16 hours

MORE THAN MEETS THE EYE: SCHOLARLY LITERATURE RETRIEVAL AND LIBRARY SERVICES FOR PHD STUDENTS [DR003]

1 cfu

8 hours

EUROPEAN PROJECTS: HOW TO START FROM SCRATCH [DR004]

1 cfu

8 hours

INNOVATION AND EXPLOITATION: FROM INTELLECTUAL PROPERTY TO TECHNOLOGY TRANSFER [DR005]

1.5 cfu

12 hours

PREPARING A SCIENTIFIC MANUSCRIPT: THE PROCESS, THE CORRECT BEHAVIORS AND THE UNETHICAL SHORTCUTS [DR006]

1 cfu

8 hours

POWER POINT: PRESENTATIONS FOR COMMUNICATING YOUR RESEARCH [DR007]

1 cfu

8 hours

FROM BUSINESS MODEL TO BUSINESS PLAN [DR011]

1 cfu

8 hours

ADVANCED METHODS FOR WORKER PROTECTION IN RESEARCH FACILITIES [DR013]

1 cfu

8 hours

FOCUS ON EUROPEAN FUNDS FOR INDIVIDUAL RESEARCHERS [DR014]

1 cfu

8 hours

ETHICS RESEARCH [DR015]

1 cfu

8 hours

SCIENCE COMMUNICATION ON NEW MEDIA [DR016]

1 cfu

8 hours

PUBLIC SPEAKING [DR017]

1 cfu

8 hours

SCIENCE DIPLOMACY [DR018]

1.5 cfu

12 hours

THE PHD IN PERSPECTIVE: GUIDANCE FOR A MINDFUL CAREER DEVELOPMENT [DR019]

2 cfu

16 hours

MASTER DEGREES TEACHING (3) (between 1 and 99 CFU):

SOCIAL RESEARCH TECHNIQUE [141SP]

6 cfu

40 hours

DATA ANALYSIS [142SP]

9 cfu

60 hours

ADVANCED HIGH PERFORMANCE COMPUTING [307SM]

6 cfu

48 hours

ADVANCED DEEP LEARNING AND KERNEL METHODS [333SM]

6 cfu

48 hours

STATISTICAL METHODS [344SM]

9 cfu

72 hours

COMPUTATIONAL BIOLOGY [348SM]

6 cfu

48 hours

CYBERSECURITY [436MI]

9 cfu

72 hours

REINFORCEMENT LEARNING [453SM]

6 cfu

48 hours

PROBABILISTIC MACHINE LEARNING [454SM]

6 cfu

48 hours

ADVANCED PROGRAMMING [467SM]

6 cfu

48 hours

BAYESIAN STATISTICS [553SM]

6 cfu

48 hours

COMPUTER VISION AND PATTERN RECOGNITION [554SM]

6 cfu

48 hours

STOCHASTIC MODELLING AND SIMULATION [580SM]

6 cfu

48 hours

DIDATTICA FRONTALE EROGATA DAL CORSO DI DOTTORATO (1) (between 1 and 99 CFU):

MODERN TOOLS FOR COMPUTATIONAL PHYSICS [DR04009]

0 cfu

0 hours

REVIEW OF STATISTICAL MODELING AND INFERENCE [DR14001]

0 cfu

0 hours

POPULATION BASED OPTIMISATION METHODS [DR14002]

0 cfu

0 hours

BIODIVERSITY INFORMATICS [DR14003]

0 cfu

0 hours

ADVANCED TOPICS IN REINFORCEMENT LEARNING [DR14005]

0 cfu

0 hours

ADVANCED TOPICS IN NETWORK ANALYSIS: THEORY AND APPLICATIONS [DR14006]

0 cfu

0 hours

EVOLUTIONARY ROBOTICS [DR14007]

0 cfu

0 hours

FROM DATA TO MODELS: AN INTRODUCTION TO HEALTH RESEARCH [DR14008]

0 cfu

0 hours

COPULA MODELING - EXTREME VALUE THEORY [DR14009]

0 cfu

0 hours

ADVANCED TOPICS IN STATISTICAL MODELING [DR14010]

0 cfu

0 hours

ARTIFICIAL INTELLIGENCE IN SOCIETY [DR14012]

0 cfu

0 hours

LAW AND ARTIFICIAL INTELLIGENCE [DR14013]

0 cfu

0 hours

INTRODUCTION TO TOOLS AND METHODS FOR RESEARCH IN AI [DR14032]

0 cfu

0 hours

INTRODUCTION TO DATA SCIENCE FOR OPTIMISATION [DR14033]

0 cfu

0 hours

ADVANCED MEAN-FIELD THEORY OF HIGH-DIMENSIONAL INFERENCE [DR14034]

0 cfu

0 hours

UNSUPERVISED LEARNING AND NON-PARAMETRIC METHODS-SISSA [DR14035]

0 cfu

0 hours

BAYESIAN INFERENCE II-SISSA [DR14038]

0 cfu

0 hours

ADVANCED TOPICS IN THE THEORY OF NEURAL NETWORKS-SISSA [DR14039]

0 cfu

0 hours

MACHINE LEARNING FOR HIGH-THROUGHPUT BIOLOGY-SISSA [DR14040]

0 cfu

0 hours

INTRODUCTION TO HIGH-DIMENSIONAL INFERENCE AND SPIN GLASSES-SISSA [DR14041]

0 cfu

0 hours

EXPLAINABLE ARTIFICIAL INTELLIGENCE [DR14046]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: APPLICATIONS OF MACHINE LEARNING TO COSMOLOGY-SISSA [DR14047]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: DATA SCIENCE FOR CANCER GENOMIC DATA-SISSA [DR14048]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: MACHINE LEARNING FOR MATERIALS SCIENCE -SISSA [DR14049]

0 cfu

0 hours

INTRODUCTION TO THE THEORY OF NEURAL NETWORKS -SISSA [DR14050]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: COMPUTATIONAL NEUROSCIENCE OF SENSORY-PERCEPTION -SISSA [DR14051]

0 cfu

0 hours

MODELS OF TEMPORAL DYNAMICS -SISSA [DR14052]

0 cfu

0 hours

MONOGRAPHIC COURSE: ADVANCED INFERENCE METHODS IN ASTROPHIYSICS -SISSA [DR14053]

0 cfu

0 hours

FAIRNESS, ACCOUNTABILITY & TRANSPARENCY IN AI [DR14054]

0 cfu

0 hours

WHEN HARRY (MACHINE LEARNING) MET SALLY (APPLICATIONS TO MODELING FOR NATURAL AND SOCIAL SCIENCES) - SCIENTIFIC MACHINE LEARNING FOR NATURAL & SOCIAL SYSTEMS [DR14055]

0 cfu

0 hours

FROM REGULATION TO PRACTICE: TECHNICAL AND NON-TECHNICAL MEANS FOR THE AI ACT [DR14056]

0 cfu

0 hours

DEVELOPMENT TOOLS FOR SCIENCE COMPUTING -SISSA [DR14057]

0 cfu

0 hours

ETHICAL ASPECTS OF AI / AI AND SOCIETY -SISSA [DR14058]

0 cfu

0 hours

INTRODUCTION TO STATISTICAL MODELING AND INFERENCE -SISSA [DR14059]

0 cfu

0 hours

BAYESIAN INFERENCE I -SISSA [DR14060]

0 cfu

0 hours

NEURAL NETWORKS: A HANDS-ON INTRODUCTION - SISSA [DR14062]

0 cfu

0 hours

NEURAL NETWORKS: A HANDS ON INTRODUCTION - SISSA [DR14063]

0 cfu

0 hours

MONOGRAPHIC COURSE: ADVANCED INFERENCE METHODS IN ASTROPHYSICS - SISSA [DR14064]

0 cfu

0 hours

INTRODUCTION TO EPISTEMOLOGY AND METHODOLOGY OF SOCIAL SCIENCE [DR15001]

0 cfu

0 hours

DIDATTICA TRASVERSALE OFFERTA DALL'ATENEO - 2 (between 1 and 99 CFU):

ACADEMIC ENGLISH [DR001]

0 cfu

0 hours

ENGLISH FOR STEM [DR002]

0 cfu

0 hours

MORE THAN MEETS THE EYE: SCHOLARLY LITERATURE RETRIEVAL AND LIBRARY SERVICES FOR PHD STUDENTS [DR003]

0 cfu

0 hours

EUROPEAN PROJECTS: HOW TO START FROM SCRATCH [DR004]

0 cfu

0 hours

INNOVATION AND EXPLOITATION: FROM INTELLECTUAL PROPERTY TO TECHNOLOGY TRANSFER [DR005]

0 cfu

0 hours

PREPARING A SCIENTIFIC MANUSCRIPT: THE PROCESS, THE CORRECT BEHAVIORS AND THE UNETHICAL SHORTCUTS [DR006]

0 cfu

0 hours

POWER POINT: PRESENTATIONS FOR COMMUNICATING YOUR RESEARCH [DR007]

0 cfu

0 hours

FROM BUSINESS MODEL TO BUSINESS PLAN [DR011]

0 cfu

0 hours

ADVANCED METHODS FOR WORKER PROTECTION IN RESEARCH FACILITIES [DR013]

0 cfu

0 hours

FOCUS ON EUROPEAN FUNDS FOR INDIVIDUAL RESEARCHERS [DR014]

0 cfu

0 hours

ETHICS RESEARCH [DR015]

0 cfu

0 hours

SCIENCE COMMUNICATION ON NEW MEDIA [DR016]

0 cfu

0 hours

PUBLIC SPEAKING [DR017]

0 cfu

0 hours

SCIENCE DIPLOMACY [DR018]

0 cfu

0 hours

THE PHD IN PERSPECTIVE: GUIDANCE FOR A MINDFUL CAREER DEVELOPMENT [DR019]

0 cfu

0 hours

DIDATTICA MAGISTRALE DELL'ATENEO (between 1 and 99 CFU):

DATA ANALYSIS [142SP]

0 cfu

0 hours

SYMBOLIC AND RELIABLE ARTIFICIAL INTELLIGENCE [296SM]

6 cfu

48 hours

ADVANCED HIGH PERFORMANCE COMPUTING [307SM]

6 cfu

48 hours

COMPUTATIONAL GENOMICS [327SM]

6 cfu

48 hours

ADVANCED DEEP LEARNING AND KERNEL METHODS [333SM]

6 cfu

48 hours

STATISTICAL METHODS [344SM]

0 cfu

0 hours

SEISMIC IMAGING [407SM]

0 cfu

0 hours

TECHNOLOGY IN MATHEMATICS EDUCATION [432SM]

0 cfu

0 hours

CYBERSECURITY [436MI]

0 cfu

0 hours

DEEP LEARNING [452SM]

6 cfu

48 hours

REINFORCEMENT LEARNING [453SM]

0 cfu

0 hours

PROBABILISTIC MACHINE LEARNING [454SM]

6 cfu

48 hours

ADVANCED PROGRAMMING [467SM]

0 cfu

0 hours

NATURAL LANGUAGE PROCESSING [478SM]

6 cfu

48 hours

INFORMATION RETRIEVAL AND DATA VISUALIZATION [481SM]

6 cfu

48 hours

BAYESIAN STATISTICS [553SM]

6 cfu

48 hours

COMPUTER VISION AND PATTERN RECOGNITION [554SM]

6 cfu

48 hours

STOCHASTIC MODELLING AND SIMULATION [580SM]

6 cfu

48 hours

CO-DESIGN OF DIGITAL INNOVATIONS FOR SUSTAINABILITY AND INCLUSION [DR14061]

0 cfu

0 hours
Curriculum

Economy and Society

Year:

1

2

FRONTAL TEACHING PROVIDED BY THE DOCTORAL COURSE (1) (between 1 and 99 CFU):

STATE ESTIMATION AND FAULT DETECTION: A SET-BASED APPROACH [DR12017]

1.5 cfu

12 hours

REVIEW OF STATISTICAL MODELING AND INFERENCE [DR14001]

3 cfu

24 hours

POPULATION BASED OPTIMISATION METHODS [DR14002]

2.5 cfu

20 hours

BIODIVERSITY INFORMATICS [DR14003]

3 cfu

24 hours

ADVANCED TOPICS IN REINFORCEMENT LEARNING [DR14005]

1 cfu

8 hours

ADVANCED TOPICS IN NETWORK ANALYSIS: THEORY AND APPLICATIONS [DR14006]

1.5 cfu

12 hours

EVOLUTIONARY ROBOTICS [DR14007]

1.5 cfu

12 hours

FROM DATA TO MODELS: AN INTRODUCTION TO HEALTH RESEARCH [DR14008]

1.5 cfu

12 hours

COPULA MODELING - EXTREME VALUE THEORY [DR14009]

2 cfu

16 hours

ADVANCED TOPICS IN STATISTICAL MODELING [DR14010]

3 cfu

24 hours

ARTIFICIAL INTELLIGENCE IN SOCIETY [DR14012]

3 cfu

24 hours

LAW AND ARTIFICIAL INTELLIGENCE [DR14013]

3 cfu

24 hours

FORMAL METHODS FOR IDENTIFYING MALICIOUS BEHAVIOR [DR14014]

1 cfu

8 hours

ARTIFICIAL INTELLIGENCE [DR14015]

1 cfu

8 hours

INTRODUCTION TO TOOLS AND METHODS FOR RESEARCH IN AI [DR14032]

1.5 cfu

12 hours

INTRODUCTION TO DATA SCIENCE FOR OPTIMISATION [DR14033]

1.5 cfu

12 hours

ADVANCED MEAN-FIELD THEORY OF HIGH-DIMENSIONAL INFERENCE [DR14034]

2 cfu

16 hours

UNSUPERVISED LEARNING AND NON-PARAMETRIC METHODS-SISSA [DR14035]

5 cfu

40 hours

INTRODUCTION TO SUPERVISED MACHINE LEARNING-SISSA [DR14036]

2.5 cfu

20 hours

INTRODUCTION TO NEURAL NETWORKS-SISSA [DR14037]

4.5 cfu

32 hours

BAYESIAN INFERENCE II-SISSA [DR14038]

4.5 cfu

36 hours

ADVANCED TOPICS IN THE THEORY OF NEURAL NETWORKS-SISSA [DR14039]

2.5 cfu

20 hours

MACHINE LEARNING FOR HIGH-THROUGHPUT BIOLOGY-SISSA [DR14040]

1.5 cfu

12 hours

INTRODUCTION TO HIGH-DIMENSIONAL INFERENCE AND SPIN GLASSES-SISSA [DR14041]

2.5 cfu

20 hours

HIGH PERFORMANCE COMPUTING FOR DATA SCIENCE-SISSA [DR14042]

2 cfu

16 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: MACHINE LEARNING FACES COSMOLOGY-SISSA [DR14043]

1 cfu

6 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: DATA MODELLING FOR CANCER GENOMIC DATA-SISSA [DR14044]

1 cfu

6 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: SELFISH GENES AND THE EVOLUTION OF THE GENOME-SISSA [DR14045]

1 cfu

6 hours

EXPLAINABLE ARTIFICIAL INTELLIGENCE [DR14046]

1.5 cfu

12 hours

TRANSVERSAL TEACHING PROVIDED BY THE UNIVERSITY (2) (between 1 and 99 CFU):

ACADEMIC ENGLISH [DR001]

4 cfu

32 hours

ENGLISH FOR STEM [DR002]

2 cfu

16 hours

MORE THAN MEETS THE EYE: SCHOLARLY LITERATURE RETRIEVAL AND LIBRARY SERVICES FOR PHD STUDENTS [DR003]

1 cfu

8 hours

EUROPEAN PROJECTS: HOW TO START FROM SCRATCH [DR004]

1 cfu

8 hours

INNOVATION AND EXPLOITATION: FROM INTELLECTUAL PROPERTY TO TECHNOLOGY TRANSFER [DR005]

1.5 cfu

12 hours

PREPARING A SCIENTIFIC MANUSCRIPT: THE PROCESS, THE CORRECT BEHAVIORS AND THE UNETHICAL SHORTCUTS [DR006]

1 cfu

8 hours

POWER POINT: PRESENTATIONS FOR COMMUNICATING YOUR RESEARCH [DR007]

1 cfu

8 hours

FROM BUSINESS MODEL TO BUSINESS PLAN [DR011]

1 cfu

8 hours

ADVANCED METHODS FOR WORKER PROTECTION IN RESEARCH FACILITIES [DR013]

1 cfu

8 hours

FOCUS ON EUROPEAN FUNDS FOR INDIVIDUAL RESEARCHERS [DR014]

1 cfu

8 hours

ETHICS RESEARCH [DR015]

1 cfu

8 hours

SCIENCE COMMUNICATION ON NEW MEDIA [DR016]

1 cfu

8 hours

PUBLIC SPEAKING [DR017]

1 cfu

8 hours

SCIENCE DIPLOMACY [DR018]

1.5 cfu

12 hours

THE PHD IN PERSPECTIVE: GUIDANCE FOR A MINDFUL CAREER DEVELOPMENT [DR019]

2 cfu

16 hours

MASTER DEGREES TEACHING (3) (between 1 and 99 CFU):

SOCIAL RESEARCH TECHNIQUE [141SP]

6 cfu

40 hours

DATA ANALYSIS [142SP]

9 cfu

60 hours

ADVANCED HIGH PERFORMANCE COMPUTING [307SM]

6 cfu

48 hours

ADVANCED DEEP LEARNING AND KERNEL METHODS [333SM]

6 cfu

48 hours

STATISTICAL METHODS [344SM]

9 cfu

72 hours

COMPUTATIONAL BIOLOGY [348SM]

6 cfu

48 hours

CYBERSECURITY [436MI]

9 cfu

72 hours

DEEP LEARNING [452SM]

6 cfu

48 hours

REINFORCEMENT LEARNING [453SM]

6 cfu

48 hours

PROBABILISTIC MACHINE LEARNING [454SM]

6 cfu

48 hours

ADVANCED PROGRAMMING [467SM]

6 cfu

48 hours

BAYESIAN STATISTICS [553SM]

6 cfu

48 hours

COMPUTER VISION AND PATTERN RECOGNITION [554SM]

6 cfu

48 hours

STOCHASTIC MODELLING AND SIMULATION [580SM]

6 cfu

48 hours

DIDATTICA FRONTALE EROGATA DAL CORSO DI DOTTORATO (1) (between 1 and 99 CFU):

MODERN TOOLS FOR COMPUTATIONAL PHYSICS [DR04009]

0 cfu

0 hours

REVIEW OF STATISTICAL MODELING AND INFERENCE [DR14001]

0 cfu

0 hours

POPULATION BASED OPTIMISATION METHODS [DR14002]

0 cfu

0 hours

BIODIVERSITY INFORMATICS [DR14003]

0 cfu

0 hours

ADVANCED TOPICS IN REINFORCEMENT LEARNING [DR14005]

0 cfu

0 hours

ADVANCED TOPICS IN NETWORK ANALYSIS: THEORY AND APPLICATIONS [DR14006]

0 cfu

0 hours

EVOLUTIONARY ROBOTICS [DR14007]

0 cfu

0 hours

FROM DATA TO MODELS: AN INTRODUCTION TO HEALTH RESEARCH [DR14008]

0 cfu

0 hours

COPULA MODELING - EXTREME VALUE THEORY [DR14009]

0 cfu

0 hours

ADVANCED TOPICS IN STATISTICAL MODELING [DR14010]

0 cfu

0 hours

ARTIFICIAL INTELLIGENCE IN SOCIETY [DR14012]

0 cfu

0 hours

LAW AND ARTIFICIAL INTELLIGENCE [DR14013]

0 cfu

0 hours

INTRODUCTION TO TOOLS AND METHODS FOR RESEARCH IN AI [DR14032]

0 cfu

0 hours

INTRODUCTION TO DATA SCIENCE FOR OPTIMISATION [DR14033]

0 cfu

0 hours

ADVANCED MEAN-FIELD THEORY OF HIGH-DIMENSIONAL INFERENCE [DR14034]

0 cfu

0 hours

UNSUPERVISED LEARNING AND NON-PARAMETRIC METHODS-SISSA [DR14035]

0 cfu

0 hours

BAYESIAN INFERENCE II-SISSA [DR14038]

0 cfu

0 hours

ADVANCED TOPICS IN THE THEORY OF NEURAL NETWORKS-SISSA [DR14039]

0 cfu

0 hours

MACHINE LEARNING FOR HIGH-THROUGHPUT BIOLOGY-SISSA [DR14040]

0 cfu

0 hours

INTRODUCTION TO HIGH-DIMENSIONAL INFERENCE AND SPIN GLASSES-SISSA [DR14041]

0 cfu

0 hours

EXPLAINABLE ARTIFICIAL INTELLIGENCE [DR14046]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: APPLICATIONS OF MACHINE LEARNING TO COSMOLOGY-SISSA [DR14047]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: DATA SCIENCE FOR CANCER GENOMIC DATA-SISSA [DR14048]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: MACHINE LEARNING FOR MATERIALS SCIENCE -SISSA [DR14049]

0 cfu

0 hours

INTRODUCTION TO THE THEORY OF NEURAL NETWORKS -SISSA [DR14050]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: COMPUTATIONAL NEUROSCIENCE OF SENSORY-PERCEPTION -SISSA [DR14051]

0 cfu

0 hours

MODELS OF TEMPORAL DYNAMICS -SISSA [DR14052]

0 cfu

0 hours

MONOGRAPHIC COURSE: ADVANCED INFERENCE METHODS IN ASTROPHIYSICS -SISSA [DR14053]

0 cfu

0 hours

FAIRNESS, ACCOUNTABILITY & TRANSPARENCY IN AI [DR14054]

0 cfu

0 hours

WHEN HARRY (MACHINE LEARNING) MET SALLY (APPLICATIONS TO MODELING FOR NATURAL AND SOCIAL SCIENCES) - SCIENTIFIC MACHINE LEARNING FOR NATURAL & SOCIAL SYSTEMS [DR14055]

0 cfu

0 hours

FROM REGULATION TO PRACTICE: TECHNICAL AND NON-TECHNICAL MEANS FOR THE AI ACT [DR14056]

0 cfu

0 hours

DEVELOPMENT TOOLS FOR SCIENCE COMPUTING -SISSA [DR14057]

0 cfu

0 hours

ETHICAL ASPECTS OF AI / AI AND SOCIETY -SISSA [DR14058]

0 cfu

0 hours

INTRODUCTION TO STATISTICAL MODELING AND INFERENCE -SISSA [DR14059]

0 cfu

0 hours

BAYESIAN INFERENCE I -SISSA [DR14060]

0 cfu

0 hours

NEURAL NETWORKS: A HANDS-ON INTRODUCTION - SISSA [DR14062]

0 cfu

0 hours

NEURAL NETWORKS: A HANDS ON INTRODUCTION - SISSA [DR14063]

0 cfu

0 hours

MONOGRAPHIC COURSE: ADVANCED INFERENCE METHODS IN ASTROPHYSICS - SISSA [DR14064]

0 cfu

0 hours

INTRODUCTION TO EPISTEMOLOGY AND METHODOLOGY OF SOCIAL SCIENCE [DR15001]

0 cfu

0 hours

DIDATTICA TRASVERSALE OFFERTA DALL'ATENEO - 2 (between 1 and 99 CFU):

ACADEMIC ENGLISH [DR001]

0 cfu

0 hours

ENGLISH FOR STEM [DR002]

0 cfu

0 hours

MORE THAN MEETS THE EYE: SCHOLARLY LITERATURE RETRIEVAL AND LIBRARY SERVICES FOR PHD STUDENTS [DR003]

0 cfu

0 hours

EUROPEAN PROJECTS: HOW TO START FROM SCRATCH [DR004]

0 cfu

0 hours

INNOVATION AND EXPLOITATION: FROM INTELLECTUAL PROPERTY TO TECHNOLOGY TRANSFER [DR005]

0 cfu

0 hours

PREPARING A SCIENTIFIC MANUSCRIPT: THE PROCESS, THE CORRECT BEHAVIORS AND THE UNETHICAL SHORTCUTS [DR006]

0 cfu

0 hours

POWER POINT: PRESENTATIONS FOR COMMUNICATING YOUR RESEARCH [DR007]

0 cfu

0 hours

FROM BUSINESS MODEL TO BUSINESS PLAN [DR011]

0 cfu

0 hours

ADVANCED METHODS FOR WORKER PROTECTION IN RESEARCH FACILITIES [DR013]

0 cfu

0 hours

FOCUS ON EUROPEAN FUNDS FOR INDIVIDUAL RESEARCHERS [DR014]

0 cfu

0 hours

ETHICS RESEARCH [DR015]

0 cfu

0 hours

SCIENCE COMMUNICATION ON NEW MEDIA [DR016]

0 cfu

0 hours

PUBLIC SPEAKING [DR017]

0 cfu

0 hours

SCIENCE DIPLOMACY [DR018]

0 cfu

0 hours

THE PHD IN PERSPECTIVE: GUIDANCE FOR A MINDFUL CAREER DEVELOPMENT [DR019]

0 cfu

0 hours

DIDATTICA MAGISTRALE DELL'ATENEO (between 1 and 99 CFU):

DATA ANALYSIS [142SP]

0 cfu

0 hours

SYMBOLIC AND RELIABLE ARTIFICIAL INTELLIGENCE [296SM]

6 cfu

48 hours

ADVANCED HIGH PERFORMANCE COMPUTING [307SM]

6 cfu

48 hours

COMPUTATIONAL GENOMICS [327SM]

6 cfu

48 hours

ADVANCED DEEP LEARNING AND KERNEL METHODS [333SM]

6 cfu

48 hours

STATISTICAL METHODS [344SM]

0 cfu

0 hours

SEISMIC IMAGING [407SM]

0 cfu

0 hours

TECHNOLOGY IN MATHEMATICS EDUCATION [432SM]

0 cfu

0 hours

CYBERSECURITY [436MI]

0 cfu

0 hours

DEEP LEARNING [452SM]

6 cfu

48 hours

REINFORCEMENT LEARNING [453SM]

0 cfu

0 hours

PROBABILISTIC MACHINE LEARNING [454SM]

6 cfu

48 hours

ADVANCED PROGRAMMING [467SM]

0 cfu

0 hours

NATURAL LANGUAGE PROCESSING [478SM]

6 cfu

48 hours

INFORMATION RETRIEVAL AND DATA VISUALIZATION [481SM]

6 cfu

48 hours

BAYESIAN STATISTICS [553SM]

6 cfu

48 hours

COMPUTER VISION AND PATTERN RECOGNITION [554SM]

6 cfu

48 hours

STOCHASTIC MODELLING AND SIMULATION [580SM]

6 cfu

48 hours

CO-DESIGN OF DIGITAL INNOVATIONS FOR SUSTAINABILITY AND INCLUSION [DR14061]

0 cfu

0 hours
Curriculum

Industry, Transportation, and Natural Sciences

Year:

1

2

FRONTAL TEACHING PROVIDED BY THE DOCTORAL COURSE (1) (between 1 and 99 CFU):

STATE ESTIMATION AND FAULT DETECTION: A SET-BASED APPROACH [DR12017]

1.5 cfu

12 hours

REVIEW OF STATISTICAL MODELING AND INFERENCE [DR14001]

3 cfu

24 hours

POPULATION BASED OPTIMISATION METHODS [DR14002]

2.5 cfu

20 hours

BIODIVERSITY INFORMATICS [DR14003]

3 cfu

24 hours

ADVANCED TOPICS IN REINFORCEMENT LEARNING [DR14005]

1 cfu

8 hours

ADVANCED TOPICS IN NETWORK ANALYSIS: THEORY AND APPLICATIONS [DR14006]

1.5 cfu

12 hours

EVOLUTIONARY ROBOTICS [DR14007]

1.5 cfu

12 hours

FROM DATA TO MODELS: AN INTRODUCTION TO HEALTH RESEARCH [DR14008]

1.5 cfu

12 hours

COPULA MODELING - EXTREME VALUE THEORY [DR14009]

2 cfu

16 hours

ADVANCED TOPICS IN STATISTICAL MODELING [DR14010]

3 cfu

24 hours

ARTIFICIAL INTELLIGENCE IN SOCIETY [DR14012]

3 cfu

24 hours

LAW AND ARTIFICIAL INTELLIGENCE [DR14013]

3 cfu

24 hours

FORMAL METHODS FOR IDENTIFYING MALICIOUS BEHAVIOR [DR14014]

1 cfu

8 hours

ARTIFICIAL INTELLIGENCE [DR14015]

1 cfu

8 hours

INTRODUCTION TO TOOLS AND METHODS FOR RESEARCH IN AI [DR14032]

1.5 cfu

12 hours

INTRODUCTION TO DATA SCIENCE FOR OPTIMISATION [DR14033]

1.5 cfu

12 hours

ADVANCED MEAN-FIELD THEORY OF HIGH-DIMENSIONAL INFERENCE [DR14034]

2 cfu

16 hours

UNSUPERVISED LEARNING AND NON-PARAMETRIC METHODS-SISSA [DR14035]

5 cfu

40 hours

INTRODUCTION TO SUPERVISED MACHINE LEARNING-SISSA [DR14036]

2.5 cfu

20 hours

INTRODUCTION TO NEURAL NETWORKS-SISSA [DR14037]

4.5 cfu

32 hours

BAYESIAN INFERENCE II-SISSA [DR14038]

4.5 cfu

36 hours

ADVANCED TOPICS IN THE THEORY OF NEURAL NETWORKS-SISSA [DR14039]

2.5 cfu

20 hours

MACHINE LEARNING FOR HIGH-THROUGHPUT BIOLOGY-SISSA [DR14040]

1.5 cfu

12 hours

INTRODUCTION TO HIGH-DIMENSIONAL INFERENCE AND SPIN GLASSES-SISSA [DR14041]

2.5 cfu

20 hours

HIGH PERFORMANCE COMPUTING FOR DATA SCIENCE-SISSA [DR14042]

2 cfu

16 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: MACHINE LEARNING FACES COSMOLOGY-SISSA [DR14043]

1 cfu

6 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: DATA MODELLING FOR CANCER GENOMIC DATA-SISSA [DR14044]

1 cfu

6 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: SELFISH GENES AND THE EVOLUTION OF THE GENOME-SISSA [DR14045]

1 cfu

6 hours

EXPLAINABLE ARTIFICIAL INTELLIGENCE [DR14046]

1.5 cfu

12 hours

TRANSVERSAL TEACHING PROVIDED BY THE UNIVERSITY (2) (between 1 and 99 CFU):

ACADEMIC ENGLISH [DR001]

4 cfu

32 hours

ENGLISH FOR STEM [DR002]

2 cfu

16 hours

MORE THAN MEETS THE EYE: SCHOLARLY LITERATURE RETRIEVAL AND LIBRARY SERVICES FOR PHD STUDENTS [DR003]

1 cfu

8 hours

EUROPEAN PROJECTS: HOW TO START FROM SCRATCH [DR004]

1 cfu

8 hours

INNOVATION AND EXPLOITATION: FROM INTELLECTUAL PROPERTY TO TECHNOLOGY TRANSFER [DR005]

1.5 cfu

12 hours

PREPARING A SCIENTIFIC MANUSCRIPT: THE PROCESS, THE CORRECT BEHAVIORS AND THE UNETHICAL SHORTCUTS [DR006]

1 cfu

8 hours

POWER POINT: PRESENTATIONS FOR COMMUNICATING YOUR RESEARCH [DR007]

1 cfu

8 hours

FROM BUSINESS MODEL TO BUSINESS PLAN [DR011]

1 cfu

8 hours

ADVANCED METHODS FOR WORKER PROTECTION IN RESEARCH FACILITIES [DR013]

1 cfu

8 hours

FOCUS ON EUROPEAN FUNDS FOR INDIVIDUAL RESEARCHERS [DR014]

1 cfu

8 hours

ETHICS RESEARCH [DR015]

1 cfu

8 hours

SCIENCE COMMUNICATION ON NEW MEDIA [DR016]

1 cfu

8 hours

PUBLIC SPEAKING [DR017]

1 cfu

8 hours

SCIENCE DIPLOMACY [DR018]

1.5 cfu

12 hours

THE PHD IN PERSPECTIVE: GUIDANCE FOR A MINDFUL CAREER DEVELOPMENT [DR019]

2 cfu

16 hours

MASTER DEGREES TEACHING (3) (between 1 and 99 CFU):

SOCIAL RESEARCH TECHNIQUE [141SP]

6 cfu

40 hours

DATA ANALYSIS [142SP]

9 cfu

60 hours

ADVANCED HIGH PERFORMANCE COMPUTING [307SM]

6 cfu

48 hours

ADVANCED DEEP LEARNING AND KERNEL METHODS [333SM]

6 cfu

48 hours

STATISTICAL METHODS [344SM]

9 cfu

72 hours

COMPUTATIONAL BIOLOGY [348SM]

6 cfu

48 hours

CYBERSECURITY [436MI]

9 cfu

72 hours

DEEP LEARNING [452SM]

6 cfu

48 hours

REINFORCEMENT LEARNING [453SM]

6 cfu

48 hours

PROBABILISTIC MACHINE LEARNING [454SM]

6 cfu

48 hours

ADVANCED PROGRAMMING [467SM]

6 cfu

48 hours

BAYESIAN STATISTICS [553SM]

6 cfu

48 hours

COMPUTER VISION AND PATTERN RECOGNITION [554SM]

6 cfu

48 hours

STOCHASTIC MODELLING AND SIMULATION [580SM]

6 cfu

48 hours

DIDATTICA FRONTALE EROGATA DAL CORSO DI DOTTORATO - 1 (between 1 and 99 CFU):

MODERN TOOLS FOR COMPUTATIONAL PHYSICS [DR04009]

0 cfu

0 hours

REVIEW OF STATISTICAL MODELING AND INFERENCE [DR14001]

0 cfu

0 hours

POPULATION BASED OPTIMISATION METHODS [DR14002]

0 cfu

0 hours

BIODIVERSITY INFORMATICS [DR14003]

0 cfu

0 hours

ADVANCED TOPICS IN REINFORCEMENT LEARNING [DR14005]

0 cfu

0 hours

ADVANCED TOPICS IN NETWORK ANALYSIS: THEORY AND APPLICATIONS [DR14006]

0 cfu

0 hours

EVOLUTIONARY ROBOTICS [DR14007]

0 cfu

0 hours

FROM DATA TO MODELS: AN INTRODUCTION TO HEALTH RESEARCH [DR14008]

0 cfu

0 hours

COPULA MODELING - EXTREME VALUE THEORY [DR14009]

0 cfu

0 hours

ADVANCED TOPICS IN STATISTICAL MODELING [DR14010]

0 cfu

0 hours

ARTIFICIAL INTELLIGENCE IN SOCIETY [DR14012]

0 cfu

0 hours

LAW AND ARTIFICIAL INTELLIGENCE [DR14013]

0 cfu

0 hours

INTRODUCTION TO TOOLS AND METHODS FOR RESEARCH IN AI [DR14032]

0 cfu

0 hours

INTRODUCTION TO DATA SCIENCE FOR OPTIMISATION [DR14033]

0 cfu

0 hours

ADVANCED MEAN-FIELD THEORY OF HIGH-DIMENSIONAL INFERENCE [DR14034]

0 cfu

0 hours

UNSUPERVISED LEARNING AND NON-PARAMETRIC METHODS-SISSA [DR14035]

0 cfu

0 hours

BAYESIAN INFERENCE II-SISSA [DR14038]

0 cfu

0 hours

ADVANCED TOPICS IN THE THEORY OF NEURAL NETWORKS-SISSA [DR14039]

0 cfu

0 hours

MACHINE LEARNING FOR HIGH-THROUGHPUT BIOLOGY-SISSA [DR14040]

0 cfu

0 hours

INTRODUCTION TO HIGH-DIMENSIONAL INFERENCE AND SPIN GLASSES-SISSA [DR14041]

0 cfu

0 hours

EXPLAINABLE ARTIFICIAL INTELLIGENCE [DR14046]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: APPLICATIONS OF MACHINE LEARNING TO COSMOLOGY-SISSA [DR14047]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: DATA SCIENCE FOR CANCER GENOMIC DATA-SISSA [DR14048]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: MACHINE LEARNING FOR MATERIALS SCIENCE -SISSA [DR14049]

0 cfu

0 hours

INTRODUCTION TO THE THEORY OF NEURAL NETWORKS -SISSA [DR14050]

0 cfu

0 hours

APPLICATIONS OF DATA SCIENCE FOR THE NATURAL SCIENCES: COMPUTATIONAL NEUROSCIENCE OF SENSORY-PERCEPTION -SISSA [DR14051]

0 cfu

0 hours

MODELS OF TEMPORAL DYNAMICS -SISSA [DR14052]

0 cfu

0 hours

MONOGRAPHIC COURSE: ADVANCED INFERENCE METHODS IN ASTROPHIYSICS -SISSA [DR14053]

0 cfu

0 hours

FAIRNESS, ACCOUNTABILITY & TRANSPARENCY IN AI [DR14054]

0 cfu

0 hours

WHEN HARRY (MACHINE LEARNING) MET SALLY (APPLICATIONS TO MODELING FOR NATURAL AND SOCIAL SCIENCES) - SCIENTIFIC MACHINE LEARNING FOR NATURAL & SOCIAL SYSTEMS [DR14055]

0 cfu

0 hours

FROM REGULATION TO PRACTICE: TECHNICAL AND NON-TECHNICAL MEANS FOR THE AI ACT [DR14056]

0 cfu

0 hours

DEVELOPMENT TOOLS FOR SCIENCE COMPUTING -SISSA [DR14057]

0 cfu

0 hours

ETHICAL ASPECTS OF AI / AI AND SOCIETY -SISSA [DR14058]

0 cfu

0 hours

INTRODUCTION TO STATISTICAL MODELING AND INFERENCE -SISSA [DR14059]

0 cfu

0 hours

BAYESIAN INFERENCE I -SISSA [DR14060]

0 cfu

0 hours

NEURAL NETWORKS: A HANDS-ON INTRODUCTION - SISSA [DR14062]

0 cfu

0 hours

NEURAL NETWORKS: A HANDS ON INTRODUCTION - SISSA [DR14063]

0 cfu

0 hours

MONOGRAPHIC COURSE: ADVANCED INFERENCE METHODS IN ASTROPHYSICS - SISSA [DR14064]

0 cfu

0 hours

INTRODUCTION TO EPISTEMOLOGY AND METHODOLOGY OF SOCIAL SCIENCE [DR15001]

0 cfu

0 hours

DIDATTICA TRASVERSALE OFFERTA DALL'ATENEO - 2 (between 1 and 99 CFU):

ACADEMIC ENGLISH [DR001]

0 cfu

0 hours

ENGLISH FOR STEM [DR002]

0 cfu

0 hours

MORE THAN MEETS THE EYE: SCHOLARLY LITERATURE RETRIEVAL AND LIBRARY SERVICES FOR PHD STUDENTS [DR003]

0 cfu

0 hours

EUROPEAN PROJECTS: HOW TO START FROM SCRATCH [DR004]

0 cfu

0 hours

INNOVATION AND EXPLOITATION: FROM INTELLECTUAL PROPERTY TO TECHNOLOGY TRANSFER [DR005]

0 cfu

0 hours

PREPARING A SCIENTIFIC MANUSCRIPT: THE PROCESS, THE CORRECT BEHAVIORS AND THE UNETHICAL SHORTCUTS [DR006]

0 cfu

0 hours

POWER POINT: PRESENTATIONS FOR COMMUNICATING YOUR RESEARCH [DR007]

0 cfu

0 hours

FROM BUSINESS MODEL TO BUSINESS PLAN [DR011]

0 cfu

0 hours

ADVANCED METHODS FOR WORKER PROTECTION IN RESEARCH FACILITIES [DR013]

0 cfu

0 hours

FOCUS ON EUROPEAN FUNDS FOR INDIVIDUAL RESEARCHERS [DR014]

0 cfu

0 hours

ETHICS RESEARCH [DR015]

0 cfu

0 hours

SCIENCE COMMUNICATION ON NEW MEDIA [DR016]

0 cfu

0 hours

PUBLIC SPEAKING [DR017]

0 cfu

0 hours

SCIENCE DIPLOMACY [DR018]

0 cfu

0 hours

THE PHD IN PERSPECTIVE: GUIDANCE FOR A MINDFUL CAREER DEVELOPMENT [DR019]

0 cfu

0 hours

DIDATTICA MAGISTRALE DELL'ATENEO (3) (between 1 and 99 CFU):

DATA ANALYSIS [142SP]

0 cfu

0 hours

SYMBOLIC AND RELIABLE ARTIFICIAL INTELLIGENCE [296SM]

6 cfu

48 hours

ADVANCED HIGH PERFORMANCE COMPUTING [307SM]

6 cfu

48 hours

COMPUTATIONAL GENOMICS [327SM]

6 cfu

48 hours

ADVANCED DEEP LEARNING AND KERNEL METHODS [333SM]

6 cfu

48 hours

STATISTICAL METHODS [344SM]

0 cfu

0 hours

SEISMIC IMAGING [407SM]

0 cfu

0 hours

TECHNOLOGY IN MATHEMATICS EDUCATION [432SM]

0 cfu

0 hours

CYBERSECURITY [436MI]

0 cfu

0 hours

DEEP LEARNING [452SM]

6 cfu

48 hours

REINFORCEMENT LEARNING [453SM]

0 cfu

0 hours

PROBABILISTIC MACHINE LEARNING [454SM]

6 cfu

48 hours

ADVANCED PROGRAMMING [467SM]

0 cfu

0 hours

NATURAL LANGUAGE PROCESSING [478SM]

6 cfu

48 hours

INFORMATION RETRIEVAL AND DATA VISUALIZATION [481SM]

6 cfu

48 hours

BAYESIAN STATISTICS [553SM]

6 cfu

48 hours

COMPUTER VISION AND PATTERN RECOGNITION [554SM]

6 cfu

48 hours

STOCHASTIC MODELLING AND SIMULATION [580SM]

6 cfu

48 hours

CO-DESIGN OF DIGITAL INNOVATIONS FOR SUSTAINABILITY AND INCLUSION [DR14061]

0 cfu

0 hours

Study plan selection

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