Displaying 204 resources

Simultaneous Localization and Mapping

The lecture includes the essential knowledge about how we obtain/get 2D and/or 3D maps that robots/drones need, taking measurements that allow them to perceive their environment with appropriate sensors.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand
Article/Books/eBooks Article/Books/eBooks

Learning to Quantify

This book provides an introduction and an overview of learning to quantify (a.k.a. “quantification”), the task of training, by means of supervised learning, estimators of class proportions in unlabelled data.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

e-Symposium 2023: A methodology for Forecasting Election results from Tweets

Social networks as the virtual equivalent of the ancient agora have become a preeminent space of political discourse. They can nurture new political trends and reveal existing ones.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

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

Video Description

This lecture overviews that has many applications in broadcasting archives abd video description, search, retrieval and browsing.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Representation Learning for Natural Language Processing

Provides a comprehensive overview of the representation learning techniques for natural language processing. Presents a systematic and thorough introduction to the theory, algorithms and applications of representation learning. Shares insights into
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

ECG Signal Analysis

This lecture overviews ECG Signal Analysis as well as other cardiology imaging methods that has many applications in cardiological disorder diagnosis and treatment. It covers the following topics in detail: Background nnowledge of ECG Signals.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Fast 1D Convolution Algorithms

1D convolutions are extensively used in digital signal processing (filtering/denoising) and analysis (also through CNNs).  As their computational complexity is of the order O(N^2), their fast execution is a must. This lecture will overview
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

An Introduction to PAC-Bayesian Analysis

This resource corresponds to 9th video from the AI Excellence Lecture Series. PAC-Bayesian Analysis is a framework in machine learning and statistics that combines ideas from the Probably Approximately Correct (PAC) learning framework and Bayesian p
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Video Captioning

This lecture overviews Video Captioning that has many applications in video description, search and retrieval. It covers the following topics in detail: Video captioning definitions and datasets.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Autonomous Systems Sensors

This lecture overviews Autonomous Systems Sensors  that has many applications in Autonomous robots, cars, vessels and drones.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

A survey of manifold learning and its applications for multimedia, Hannes Fassold, Proc. ICVSP, 2023

The survey paper gives an introduction into manifold learning and how it is employed for important application fields (similarity search, image classification, synthesis & enhancement, video analysis, 3D data processing, nonlinear dimension reduc
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand