Ingegneria Informatica (Ακαδημαϊκό έτος 2019/2020) - Programmazione e sicurezza

Intelligenza artificiale

ν. μαθήματος 1: Intelligenza Artificiale. Introduzione Objectives What is AI Foundations of AI History of AI		Giovanni Felici
ν. μαθήματος 2: Agenti intelligenti Agents and Environments The Nature of Environments The Structure of Agents		Giovanni Felici
ν. μαθήματος 3: Searching Example problems Tree search and graph search Uninformed search		Giovanni Felici
ν. μαθήματος 4: Informed search - Ricerca con Informazione Greedy search A* search Heuristic functions Local Search		Giovanni Felici
ν. μαθήματος 5: Constraints satisfaction problems - Soddisfacimento di vincoli Definition of CSP Constraint Propagation Search in CSP Structure of CSP		Giovanni Felici
ν. μαθήματος 6: Logica proposizionale Logical Agents Logic, Formally Propositional Logic Theorem Proving Special CNF Systems Satisfiability		Giovanni Felici
ν. μαθήματος 7: Logica del primo ordine Semantic & Syntax Quantifiers Numbers, Sets, Lists		Giovanni Felici
ν. μαθήματος 8: Inferenza in logica del primo ordine Reducing to propositional inference Unification Forward chaining Backward chaining Resolution		Giovanni Felici
ν. μαθήματος 9: Planning - Pianificazione Definitions Complexity of Planning Algorithms for Planning Heuristics for Planning The Planning Graph		Giovanni Felici
ν. μαθήματος 10: Applicazioni del planning Planning And Scheduling Critical Path Method Hierarchical Planning Planning in Other Domains		Giovanni Felici
ν. μαθήματος 11: Quantificazione dell’incertezza Uncertainty Probability Inference Bayes’ Theorem		Giovanni Felici
ν. μαθήματος 12: Reti Bayesiane Introduction to Bayesian Networks Conditional independence in BN Exact Inference Approximated Inference		Giovanni Felici
ν. μαθήματος 13: Probabilistic reasoning over time Time and uncertainty Four tasks of temporal models Hidden Markov Models Kalman Filters Dynamic Bayesian Networks		Giovanni Felici
ν. μαθήματος 14: Making simple decisions Utility Theory Decision Networks The Value of Information		Giovanni Felici
ν. μαθήματος 15: Complex decision making - Prima parte Sequential Decision Problems The Bellman Equation Partially Observable Markov Decision Processes		Giovanni Felici
ν. μαθήματος 16: Complex decision making - Seconda parte Decisions With Multiple Agents Dominance and Equilibrium Mechanism Design and Auctions		Giovanni Felici
ν. μαθήματος 17: Apprendimento & alberi di decisione Forms of Learning Supervised Learning Decision Trees		Giovanni Felici
ν. μαθήματος 18: Regressione e classificazione - Prima parte Linear Regression Linear Classification Logistic Regression Neural Networks		Giovanni Felici
ν. μαθήματος 19: Regressione e classificazione - Seconda parte Support Vector Machines Non Parametric Models Nearest Neighbor Non Parametric Regression Ensamble Learning Computational Learning Theory		Giovanni Felici
ν. μαθήματος 20: Learning with knowledge & statistical learning Knowledge in learning Learning with background Statistical learning with complete knowledge Statistical learning with uncomplete knowledge		Giovanni Felici

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Intelligenza artificiale

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Ingegneria Informatica (Ακαδημαϊκό έτος 2019/2020) - Programmazione e sicurezza

Intelligenza artificiale

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