Displaying 273 resources

Algorithms for manifold learning

The technical report presents popular methods for mapping data into a low-dimensional manifold (nonlinear dimensionality reduction).
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

AI, System Complexity, Life, Intelligence and Environment

This lecture overviews the relation between matter and system complexity on one hand and Life, Intelligence and Environment on the other one. First the theoretical tools (systems, graph and  network theory) are overviewed.
Category
Systems, methodologies, hardware, and tools, Recommendations towards policy changes
Source
AI-OnDemand

Deep Object Detection

Recently, Convolutional Neural Networks (CNNs) have been used for object/target (e.g., face, person, car, pedestrian, road sign) detection with great results.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Spectral Signal Analysis

This lecture overviews Spectral Signal Analysis that has many applications in periodicity estimation and acoustic/speech/music/biomedical signa analysis.
Category
Systems, methodologies, hardware, and tools, Recommendations towards policy changes
Source
AI-OnDemand

Explainable AI

This lecture overviews Explainable AI that has many applications in trustworthy AI systems and autonomous systems.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Article/Books/eBooks Article/Books/eBooks

An introduction to manifolds

This book provides an introduction to the theory of manifolds in an easy readable way. Key concepts of manifolds, angent spaces and Lie group / Lie algebra are presented.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand