Displaying 204 resources

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

Digital Images and Videos

This lecture overviews various digital image types: 2D images, 3D images (videos, medical volumes, hyperspectral images). Multichannel images, e.g., colour and multispectral images and colour theory come next.
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

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

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