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
Can Convolutional Neural Networks handle sequential data by incorporating convolutions over time, as used in Convolutional Sequence to Sequence models?
Sunday, 20 August 2023
by Nguyen Xuan Tung
Convolutional Neural Networks (CNNs) have been widely used in the field of computer vision for their ability to extract meaningful features from images. However, their application is not limited to image processing alone. In recent years, researchers have explored the use of CNNs for handling sequential data, such as text or time series data. One