Displaying 324 resources

Introduction to Human Centered Computing

This lecture overviews Human Centered Computing that has many applications in Human-Computer Interfaces, Data Analytics and Social Media Analytics.
Category
Recommendations towards policy changes
Source
AI-OnDemand

MultiDrone Datasets

This lecture overviews MultiDrone Datasets that has many applications in autonomous drone research and development.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Convolutional Neural Networks Lecture

Convolutional Neural Networks form the backbone of current AI revolution and are used in a multitude of classification and regression problems. This lecture overviews the transition from multilayer perceptrons to deep architectures.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Multilayer perceptron. Backpropagation

This lecture covers the basic concepts and architectures of Multi-Layer Perceptron (MLP), Activation functions, and Universal Approximation Theorem.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

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.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Adversarial Machine Learning

This lecture overviews Adversarial Machine Learning that has many applications in DNN robustness and in privacy protection.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand