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International Journal of Advanced Computer Science and Applications • Vol 13 • No 11
Constraints on Hyper-parameters in Deep Learning Convolutional Neural Networks
2022
Convolutional Neural Network (CNN), a type of Deep Learning, has a very large number of hyper-meters in contrast to the Artificial Neural Network (ANN) which makes the task of CNN training more demanding. The reason why the task of tuning parameters optimizat…
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Computer Science

Study of computation

Computer science is the study of computation, information, and automation. Computer science spans theoretical disciplines (such as algorithms, theory of computation, and information theory) to applied disciplines (including the design and implementation of hardware and software).

Algorithms and data structures are central to computer science. The theory of computation concerns abstract models of computation and general classes of problems that can be solved using them. The fields of cryptography and computer security involve studying the means for secure communication and preventing security vulnerabilities. Computer graphics and computational geometry address the generation of images.

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International Journal of Advanced Computer Science and Applications • Vol 13 • No 11
Constraints on Hyper-parameters in Deep Learning Convolutional Neural Networks
2022
Convolutional Neural Network (CNN), a type of Deep Learning, has a very large number of hyper-meters in contrast to the Artificial Neural Network (ANN) which makes the task of CNN training more demanding. The reason why the task of tuning parameters optimization is difficult in the CNN is the existence of a huge optimization space comprising a large number of hyper-parameters such as the number of layers, number of neurons, number of kernels, stride, padding, rows or columns truncation, parameters of the backpropa…
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Convolutional Neural Network
Artificial Intelligence
Deep Learning
Backpropagation
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Machine Learning
Algorithm
Economics
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Computer Security