Displaying 103 resources
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
Domain Adaptation
This lecture overviews Domain Adaptation that has many applications in DNN training and adaptation.
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
ECG Signal Analysis
This lecture overviews ECG Signal Analysis as well as other cardiology imaging methods that has many applications in cardiological disorder diagnosis and treatment. It covers the following topics in detail: Background nnowledge of ECG Signals.
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.
Certification
Online Course
Tutorial/How To/Guides
Fast 3D Convolution algorithms
This lecture overviews Fast 3D Convolution algorithms that has many applications in the fast implementation of 3D image and video filtering, 3D CNNs and motion estimation.