Object Recognition with Deep Learning, Mathematical Approach

Chong, Alfred Cheng Yao (2021) Object Recognition with Deep Learning, Mathematical Approach. Final Year Project (Bachelor), Tunku Abdul Rahman University College.

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Abstract

Today, artificial intelligence is a thriving field with many practical applications and active research topics. Computers learn from experience and understand the world in terms of a hierarchy of concepts, with each concept defined through its relation to simpler concepts. It is important to introduce its concepts along with the mathematics elements within, which provide a better perception of its structure. Often, it is overlooked by the applicants because of its seemingly endless tough learning curve to the ideas behind. In this research, it is a motivated approach to introduce the basic structures within a deep learning model, in a mathematical approach that would provide readers a clearer understanding of the algorithms behind in a simpler way. Research presented along with two prediction models by using an interesting dataset, to provide readers with more practical implications and insights.