Displaying 283 resources

Video Quality

This lecture overviews Video Quality that has many applications in cinema movies, digital TV and video streaming. It covers the following topics in detail: Video Quality Assessment Methods.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

AI Studies

AI is a rapidly emerging field that has opened up new vistas of innovation and creativity. From intelligent systems to self-driving cars, AI has transformed the way we live and work.
Category
Systems, methodologies, hardware, and tools, Recommendations towards policy changes
Source
AI-OnDemand

Symbolic, Statistical, and Causal Representations

In machine learning, we use data to automatically find dependencies in the world, with the goal of predicting future observations.
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

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

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

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

Data Clustering

This lecture overviews Data Clustering  that has many applications in e.g., facial image clustering, signal/image clustering, concept creation.  It covers the following topics in detail: Clustering Definitions.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Dynastic Potential Crossover Operator

An optimal recombination operator for two-parent solutions provides the best solution among those that take the value for each variable from one of the parents (gene transmission property).
Category
Systems, methodologies, hardware, and tools
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

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

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