Displaying 115 resources

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

Video Captioning

This lecture overviews Video Captioning that has many applications in video description, search and retrieval. It covers the following topics in detail: Video captioning definitions and datasets.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Signal Sampling

This lecture overviews Signal Sampling that has many applications in signal acquisition, processing and analysis. It covers the following topics in detail: Discrete/Continuous Signals, Signal Sampling, Signal Reconstruction, Signal Quantization.
Category
Data for AI, Recommendations towards policy changes
Source
AI-OnDemand

Discrete-time Signals and Systems

This lecture overviews discrete-time Signals and Systems topics. Discrete-time signals are presented: periodic signals, delta signal, unit step signal, exponential signal, trigonometric signals, complex exponential signal.
Category
Data for AI, Recommendations towards policy changes
Source
AI-OnDemand

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

Multiple Drone Communications

This lecture overviews various concepts related to multiple drone communications: LTE and WiFi communications, LTE communication infrastructure, IP network issues, Security analysis, throughput, latency and quality-of-service issues.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Domain Adaptation

This lecture overviews Domain Adaptation that has many applications in DNN training and adaptation.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Neural Image Compression

This lecture overviews Neural Image Compression that has many applications in image storage and communications.
Category
Data for AI
Source
AI-OnDemand

Pedestrian Detection

This lecture overviews Pedestrian Detection  that has many applications in autonomous car vision and smart city applications.
Category
Data for AI, Systems, methodologies, hardware, and tools, Recommendations towards policy changes
Source
AI-OnDemand