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Related lectures (22)
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Introduction: Course syllabus
Introduces the course syllabus, grading scheme, and classical and quantum computation models.
Optimization in Engineering
Explores optimization techniques in engineering for solving complex problems efficiently.
Optimization and Simulation: Heuristics Intensification
Explores optimization and simulation techniques, emphasizing heuristics intensification for efficient solution finding.
Curie Weiss Model
Covers the Curie-Weiss model in Statistical Physics, including magnetization probability, free entropy, and the cavity method.
Markov Chains and Algorithm Applications
Covers the application of Markov chains and algorithms for function optimization and graph colorings.
Constraint Satisfaction: Formulation and Algorithms
Covers the formulation of constraint satisfaction problems and systematic algorithms for solving them efficiently.
Bayes Estimator, Simulated Annealing and EM
Covers Bayes estimator, Simulated Annealing, and EM for parameter estimation.
Gibbs Sampling: Simulated Annealing
Covers the concept of Gibbs sampling and its application in simulated annealing.
Thermodynamic Properties: Equations and Models
Explains thermodynamic properties, equations of state, and mixture rules for energy systems modeling.
Optimization Heuristics: Example of INGRES Database System
Explores heuristic-based optimization using the INGRES database system example.