Displaying 199 resources

Introduction to Human Centered Computing

This lecture overviews Human Centered Computing that has many applications in Human-Computer Interfaces, Data Analytics and Social Media Analytics.
Category
Recommendations towards policy changes
Source
AI-OnDemand
Article/Books/eBooks Article/Books/eBooks

Artificial Intelligence and Games Textbook

This book aims to be the first comprehensive textbook on the application and use of artificial intelligence (AI) in, and for, games.
Category
Recommendations towards policy changes
Source
AI-OnDemand

Discrete-time Signals and Systems

This lecture overviews discrete-time Signals and Systems topics. Discrete-time signals are presented: periodic signals, delta signal, unit step signal, exponential signal, trigonometric signals, complex exponential signal.
Category
Data for AI, Recommendations towards policy changes
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

Video Summarization Using Deep Neural Networks: A Survey

Video summarization technologies aim to create a concise and complete synopsis by selecting the most informative parts of the video content.
Category
Recommendations towards policy changes
Source
AI-OnDemand

State – Space Equations

This lecture overviews State –Space Equations that has many applications in digital filters, systems theory and deep learning.
Category
Data for AI
Source
AI-OnDemand

Probabilistic Logics to Neuro-Symbolic Artificial Intelligence

A central challenge to contemporary AI is to integrate learning and reasoning.
Category
Data for AI
Source
AI-OnDemand

Federated Learning

This lecture overviews  that has many applications in distributed Machine Learning and privacy protection.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Deep Reinforcement Learning

This lecture overviews Deep Reinforcement Learning that has many applications in, e.g., Game playing agents, Self-driving vehicles, Robotics (Robot cleaners) and Stock exchange agents.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Recurrent Neural Networks. LSTMs

This lecture overviews Recurrent Neural Networks and Long Short-Term Memory (LSTM) networks that have many applications in signal and video analysis. It covers the following topics in detail: Neural Networks for Sequence Analysis.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Multilayer perceptron. Backpropagation

This lecture covers the basic concepts and architectures of Multi-Layer Perceptron (MLP), Activation functions, and Universal Approximation Theorem.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Digital Pathology: On the intersection of Computer Vision and Data Science

Due to the proliferation of whole-slide-imaging (WSI) digital scanners it is now possible to leverage computer vision, image analysis, and machine learning techniques, such as deep learning to process the digital pathology images in hopes to derive
Category
Recommendations towards policy changes
Source
AI-OnDemand