Displaying 115 resources

Robust Statistics

This lecture overviews Robust Statistics that has many applications in Data Analytics and Digital Signal Processing and Analysis. It covers the following topics in detail: Outliers.
Category
Data for AI
Source
AI-OnDemand

Robot and Drone Swarms

This lecture overviews Robot and Drone Swarms that has many applications in autonomous systems: cars/drones.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Graph Convolutional Networks

This lecture overviews Graph Convolutional Networks (GCN) that have many applications in Deep Learning, Signal and Video Analysis, Network Theory, Web Science and Social Media Analytics. It covers the following topics in detail: Graph Convolutions.
Category
Data for AI
Source
AI-OnDemand

Drone Swarms

This lecture overviews Drone Swarms that has many applications in autonomous drones.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Fast 2D Convolutions Algorithms

This lecture will overview 2D linear and cyclic convolution. Then it will present their fast execution through FFTs, resulting in algorithms having computational complexity of the order O(N^2log2N).
Category
Data for AI
Source
AI-OnDemand

Graph Neural Networks

This lecture overviews Graph Neural Networks that has many applications in Deep Learning, Signal and Video Analysis, Network Theory, Web Science and Social Media Analytics. It covers the following topics in detail: Introduction to Graphs.
Category
Data for AI
Source
AI-OnDemand