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Student
Title
Supervisor
Faculty
Educational Programme
Final Grade
Year of Graduation
Artyom Ryzhikov
Development Neural Networks Architectures with Flat Efficiency
Data Science
(Master’s programme)
9
2018
In this diploma, a study to obtain a NN with flat profile of efficiency was performed. The results of the

obtained study allowed to obtain a model with significantly more uniform efficiency without with no

substantial loss of quality. The results obtained allow further training in physically-interpretable

machine learning models and it’s training procedures, uniformly working in different regions of the

variables of interest.

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