Displaying 338 resources

Camera Geometry

After a brief introduction to image acquisition and light reflection, the building blocks of modern cameras will be surveyed, along with geometric camera modelling.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Probability Theory

This lecture overviews Probability Theory  that has many applications in a multitude of scientific and engineering disciplines, notably in Pattern Recognition and Machine Learning.
Category
Data for AI
Source
AI-OnDemand

The Silent (R)evolution of SAT

The Propositional Satisfiability problem (SAT) was the first to be shown NP-complete by Cook and Levin. SAT remained the embodiment of theoretical worst-case hardness.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Agent Systems

This lecture overviews Agent Systems that has many applications in multi-party behavior modeling.
Category
Data for AI, Systems, methodologies, hardware, and tools, Reasoning and decision-making Technologies
Source
AI-OnDemand

Drone Mission Simulations

This lecture overviews various drone mission simulator architectures, notably AirSim and Gazebo.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Natural Language Processing

This lecture overviews Natural Language Processing (NLP) that has many applications in text analytics, Linguistics, Machine translation and sentiment analysis.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Autonomous Underwater Vessels

This lecture overviews Autonomous Underwater Vessels that has many applications in ocean engineering. It covers the following topics in detail: AUV technologies, sensors, communications, applications.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Introduction to Apache Airflow: Workflow Automation with DAGs and Tasks

In today’s technological landscape, process automation has become a fundamental component for improving the efficiency and productivity of organizations.
Category
Data for AI
Source
AI-OnDemand

Set Theory

This lecture overviews Set Theory that has many applications in Probability/Statistics, Machine Learning and Computer Vision.
Category
Data for AI, Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Image and Video Generation: A deep Learning Approach

This resource corresponds to 7th video from the AI Excellence Lecture Series. This video explores the fascinating realm of image and video generation through the lens of deep learning.
Category
Data for AI
Source
AI-OnDemand

Introduction to Machine Learning

This lecture will cover the basic concepts of Machine Learning to alleviate inconsistencies towards concept and notation accuracy. Supervised, self-supervised, unsupervised, semi-supervised learning. Multi-task Machine Learning.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Natural Selection

This lecture overviews Natural Selection simulation that has many applications in ecology and sociology studies.
Category
Data for AI
Source
AI-OnDemand