Displaying 83 resources

AI4Media Workshop on GANs for Media Content Generation

Generative Adversarial Networks (GANs) are part of the cutting edge in recent machine learning research.
Category
Data for AI
Source
AI-OnDemand

Introduction to Multiple Drone Systems

This lecture will provide the general context for this new and emerging topic, presenting the aims of multiple drone systems, focusing on their sensing and perception. Drone mission formalization, planning and control will be overviewed.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

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

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

Fast 1D Convolution Algorithms

1D convolutions are extensively used in digital signal processing (filtering/denoising) and analysis (also through CNNs).  As their computational complexity is of the order O(N^2), their fast execution is a must. This lecture will overview
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Introduction to Cloud/edge computing

Cloud Computing during the time has gained concrete evidence to be a disruptive technology still in its full development. Many drawbacks of the Cloud have brought to improve many their crucial aspects, like performance, security and privacy, etc.
Category
Data for AI
Source
AI-OnDemand

Generative Adversarial Networks in Multimedia Content Creation

Deep Convolutional Generative Adversarial Networks (DCGAN) have been used to generate highly compelling pictures or videos, such as manipulated facial animations, interior and outdoor images, videos.
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