Marta BISTROŃ, Mateusz SERGIEL, Artur MACIOŁEK, Błażej ZIELONKA and Zbigniew PIOTROWSKI
Military University of Technology, gen. Sylwestra Kaliskiego 2, 00-902 Warsaw, Poland
Volume 2022 (30),
Article ID 4043222,
Methods and Applications in Artificial Intelligence and Machine Learning: 40AI 2022
Abstract
This paper briefly describes the development process, architecture, and learning principle of convolutional neural networks. An example training of a model trained from scratch and a model using transfer learning with a small dataset is presented. Using the examples presented, the idea and purpose of using transfer learning are explained, as well as its importance in counteracting overfitting.