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Full-Text Articles in Physical Sciences and Mathematics
Human Age And Gender Classification Using Convolutional Neural Networks, Eamon Kelliher
Human Age And Gender Classification Using Convolutional Neural Networks, Eamon Kelliher
Dissertations
In a world relying ever more on human classification, this papers aims to improve on age and gender image classification through the use of Convolutional Neural Networks (CNN). Age and gender classification has become a popular area of study in the past number of years however there are still improvements to be made, particularly in the area of age classification. This research paper aims to test the currently accepted fact that CNN models are the superior model type for image classification by comparing CNN performance against Support Vector Machine performance on the same dataset. Using the Adience image classification dataset, …
A Comparison Of Instructional Efficiency Models In Third Level Education, Murali Rajendran
A Comparison Of Instructional Efficiency Models In Third Level Education, Murali Rajendran
Dissertations
This study investigates the validity and sensitivity of a novel model of instructional efficiency: the parabolic model. The novel model is compared against state-of-the-art models present in instructional design today; Likelihood model, Deviational model and Multidimensional model. This models is based on the assumption that optimal mental workload and high performance leads to high efficiency, while other models assume that low mental workload and high performance leads to high efficiency. The investigation makes use of two instructional design conditions: a direct instructions approach to learning and its extension with a collaborative activity. A control group received the former instructional design …