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Identifier

000451423

Title

Τεχνικές βελτιστοποίησης με εφαρμογές στη μηχανική μάθηση

Alternative Title

Optimization techniques with applications to machine learning

Author

Αργυροπούλου, Κωνσταντίνα-Μαρία

Thesis advisor

Πλεξουσάκης, Μιχαήλ

Reviewer

Κατσαούνης, Θεόδωρος
Χατζηπαντελίδης, Παναγιώτης

Abstract

Many problems in science and technology lead to the formulation and solution of optimization problems in discrete or continuous variables. Due to the increased use of machine learning techniques to solve problems in technology and for the decision making problem, the effective optimization problem solving has gained a new theoretical and practical interest. This work reviews the fundamental optimization algorithms and the solution of the optimization problem that arises during the training of neural networks.

Language

Greek, English

Subject

Artificial neural networks

Back propagation

Backtracking line search

Broydens method

Nelder-mead method

Steepest descent method

Stochastic gradient descent

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