Displaying 83 resources

Natural Selection

This lecture overviews Natural Selection simulation that has many applications in ecology and sociology studies.
Category
Data for AI
Source
AI-OnDemand

Orthogonal Signal Transforms. Fourier Series

This lecture overviews Orthogonal Signal Transforms. Fourier Series that has many applications in signal processing, analysis and compression.
Category
Data for AI, Recommendations towards policy changes
Source
AI-OnDemand

Generative Adversarial Networks

This lecture overviews Generative Adversarial Networks that have many applications in Media Production.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Introduction to Statistics

This lecture provides an Introduction to Statistics that has many applications in Data Analytics, Machine Learning and Signal Analysis. It covers the following topics in detail: Random Variables. Data Types. Data Sampling.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Super Resolution

This lecture overviews Super Resolution that has many applications in digital imaging, display and printing.
Category
Data for AI
Source
AI-OnDemand

The power of cooperation in networks of learning agents

We study the power of cooperation in a network of communicating agents that solve a learning task. Agents use an underlying communication network to get information about what the other agents know.
Category
Data for AI
Source
AI-OnDemand

A comprehensive survey of geometric deep learning

The survey provides a comprehensive overview of deep learning methods for geometric data (point clouds, voxels, network graphs etc.). The relevant knowledge and theoretical background of geometric deep learning is presented first.
Category
Data for AI
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

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