Displaying 208 resources
Certification
Online Course
Tutorial/How To/Guides
Moving Image Perception
This lecture overviews Moving Image Perception that has many applications in video acquisition, processing and coding. It covers the following topics in detail: Human Vision Modeling.
Certification
Online Course
Tutorial/How To/Guides
Continual Learning
This lecture overviews Continual Learning that has many applications in DNN training and adaptation.
Certification
Online Course
Tutorial/How To/Guides
Adversarial Machine Learning
This lecture overviews Adversarial Machine Learning that has many applications in DNN robustness and in privacy protection.
Certification
Online Course
Tutorial/How To/Guides
Attention and Transformers Networks
In this lecture, the limitations of Recurrent Neural Networks (RNNs) and Convolutional Neural Networks (CNNs) in effectively processing sequences are emphasized.
Certification
Online Course
Tutorial/How To/Guides
Domain Adaptation
This lecture overviews Domain Adaptation that has many applications in DNN training and adaptation.
Certification
Online Course
Tutorial/How To/Guides
Multilayer perceptron. Backpropagation
This lecture covers the basic concepts and architectures of Multi-Layer Perceptron (MLP), Activation functions, and Universal Approximation Theorem.