Displaying 273 resources

Kernel methods

This lecture overviews Kernel Methods that have many applications in classification and clustering. It covers the following topics in detail: Kernel Trick. Kernel Matrix. Kernel PCA. Kernel correlation and its use in object tracking. Kernel k-means.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Domain Adaptation

This lecture overviews Domain Adaptation that has many applications in DNN training and adaptation.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Computational Aesthetics

This lecture overviews Computational Aesthetics  that has many applications in visual arts and computer graphics. It covers the following topics in detail: Neuroaesthetics. Computational Aesthetics. Critical problems in aesthetics.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Few Shot Object Recognition

This lecture overviews Few Shot Object Recognition that has many applications in image classification, when few training data are available.  It covers the following topics in detail: Few-shot Image Learning definitions and methods.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Multiple Drone Communications

This lecture overviews various concepts related to multiple drone communications: LTE and WiFi communications, LTE communication infrastructure, IP network issues, Security analysis, throughput, latency and quality-of-service issues.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

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