Displaying 451 resources
Certification Certification
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Neural Semantic 3D World Modeling and Mapping

This lecture overviews neural semantic 3D world modeling and mapping  that has many applications in 3D world mapping and in attaching semantics to the world maps It covers the following topics in detail: neural disparity/depth estimation and joint

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

Introduction to Computer Vision

A detailed introduction to computer vision will be made: image/video sampling, Image and video acquisition, Camera geometry, Stereo and Multiview imaging, Structure from motion, Structure from X, 3D Robot Localization and Mapping, Semantic 3D worl

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Case studies Case studies
White paper White paper

Socially Informed ML Practices

A series of three posts on “Is data fixable? On the need of socially-informed practices in ML research and education”.

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Video/Webinars Video/Webinars

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
Certification Certification
Online Course Online Course
Video/Webinars Video/Webinars

Introduction to Tropical Geometry and its Applications to Machine Learning

Tropical geometry is a relatively recent field in mathematics and computer science combining elements of algebraic geometry and polyhedral geometry.

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Video/Webinars Video/Webinars

Machine learning for medicine and healthcare

Medicine stands apart from other areas where machine learning can be applied.

Category
Recommendations towards policy changes
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

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
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

Image Typology

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

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

Neural Image Compression

This lecture overviews Neural Image Compression that has many applications in image storage and communications.

Category
Data for AI
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

Digital Image Compression

This lecture overviews Digital Image Restoration that has many applications in scientific/medical imaging and in digital photography.

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

Digital Image Restoration

This lecture overviews Digital Image Restoration that has many applications in scientific/medical imaging and in digital photography.

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Certification Certification
Online Course Online Course
Tutorial/How To/Guides Tutorial/How To/Guides

High-Dynamic Range Imaging

This lecture overviews High-Dynamic Range Imaging that has many applications in digital photography.

Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand