When does overfitting occur?
Saturday, 26 August 2023
by Mkhuseli Nyamfu
Overfitting occurs in the field of Artificial Intelligence, specifically in the domain of advanced deep learning, more specifically in neural networks, which are the foundations of this field. Overfitting is a phenomenon that arises when a machine learning model is trained too well on a particular dataset, to the extent that it becomes overly specialized
- Published in Artificial Intelligence, EITC/AI/ADL Advanced Deep Learning, Neural networks, Neural networks foundations
Tagged under:
Artificial Intelligence, Deep Learning, Machine Learning, Neural Networks, Overfitting, Regularization
What were Convolutional Neural Networks first designed for?
Saturday, 26 August 2023
by Mkhuseli Nyamfu
Convolutional neural networks (CNNs) were first designed for the purpose of image recognition in the field of computer vision. These networks are a specialized type of artificial neural network that has proven to be highly effective in analyzing visual data. The development of CNNs was driven by the need to create models that could accurately
- Published in Artificial Intelligence, EITC/AI/ADL Advanced Deep Learning, Advanced computer vision, Convolutional neural networks for image recognition
Tagged under:
AlexNet, Artificial Intelligence, CNN Architecture, Computer Vision, Image Recognition, LeNet-5