Displaying 273 resources

Image Registration

This lecture overviews 2D Image Registration that has many applications in photography, computer vision, and medical imaging.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Transfer Learning

This lecture overviews Transfer Learning (TL) that has many applications in DNN training and adaptation, Image Understanding, Text Mining, Activity Recognition, Bioinformatics, Transportation.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Gray Box Optimization

In Gray Box Optimization, the optimizer is given access to the set of M subfunctions. We prove Gray Box Optimization can efficiently compute hyperplane averages to solve non-deceptive problems in time.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

From Statistical Methods to Deep Learning, Automatic Keyphrase Prediction: A Survey

Keyphrase prediction aims to generate phrases (keyphrases) that highly summarizes a given document. Recently, researchers have conducted in-depth studies on this task from various perspectives.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Moving Image Perception

This lecture overviews Moving Image Perception  that has many applications in video acquisition, processing and coding. It covers the following topics in detail: Human Vision Modeling.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

AI and Computational Politics

The aim of this lecture is to a) define Computational Politics as a discipline lying at the intersection of Political science and Computer science and b) present the use of AI and IT tools in political data analysis. Computational Politics has vario
Category
Systems, methodologies, hardware, and tools, Recommendations towards policy changes
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

Computational Geometry

This lecture overviews Computational Geometry that has many applications in Computer Graphics, Robotics, Geographic Information Systems, CAD/CAM.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Privacy Protection, Ethics and Regulations for Autonomous Cars

This lecture overviews Privacy Protection, Ethics and Regulations that have many applications in Autonomous Cars.
Category
Systems, methodologies, hardware, and tools, Reasoning and decision-making Technologies
Source
AI-OnDemand

Introduction to 2D Computer Vision

This lecture overviews digital images and 2D Computer Vision (image analysis).
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Imitation Learning

This lecture overviews Imitation Learning (IL) that has many applications in Game Development, robotics training, Autonomous Driving and Computational Cinematography.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Hidden Markov Models

This lecture overviews Hidden Markov Models that have many applications in Data Analytics and Signal Analysis. It covers the following topics in detail: Markov Chains. Hidden Markov Chains: Viterbi algorithm, Forward-backward algorithm.
Category
Systems, methodologies, hardware, and tools, Recommendations towards policy changes
Source
AI-OnDemand