Displaying 278 resources

Decision Surfaces. Support Vector Machines

This lecture overviews Decision Surfaces and, in particular, Support Vector Machines that have many applications in Machine Learning and Pattern Recognition. It covers the following topics in detail: Decision surfaces. Hyperplanes.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Label Propagation

This lecture overviews Label Propagation that has many applications in pattern recognition (semi-supervised learning) and in the study of diffusion processes.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Data Clustering

This lecture overviews Data Clustering  that has many applications in e.g., facial image clustering, signal/image clustering, concept creation.  It covers the following topics in detail: Clustering Definitions.
Category
Systems, methodologies, hardware, and tools
Source
AI-OnDemand

Distance-based Classification

This lecture overviews Distance-based Classification that has many applications in classification. It covers the following topics in detail: k-Nearest neighbor classification, Nearest neighbor graphs Supervised Learning Vector Quantization, LVQ1/2/3.
Category
Systems, methodologies, hardware, and tools
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

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