Basics
Kohonen Self-Organizing Feature Maps
Suppose we have some pattern of arbitrary dimensions, however, we need them in one dimension or two dimensions.…
July 15, 2021 · Rajil TLAuthor: Rajil TL
Rajil TL is a SenseCentral contributor focused on tech, apps, tools, and product-building insights. He writes practical content for creators, founders, and learners—covering workflows, software strategies, and real-world implementation tips. His style is direct, structured, and action-oriented, often turning complex ideas into step-by-step guidance. He’s passionate about building useful digital products and sharing what works.
Basics
Adaptive Resonance Theory
This network was developed by Stephen Grossberg and Gail Carpenter in 1987. It is based on competition and…
July 15, 2021 · Rajil TLBasics
Learning Vector Quantization
Learning Vector Quantization (LVQ), different from Vector quantization (VQ) and Kohonen Self-Organizing Maps (KSOM), basically is a competitive…
July 15, 2021 · Rajil TLBasics
Unsupervised Learning
As the name suggests, this type of learning is done without the supervision of a teacher. This learning…
July 15, 2021 · Rajil TLBasics
Supervised Learning
As the name suggests, supervised learning takes place under the supervision of a teacher. This learning process is dependent. During…
July 15, 2021 · Rajil TLBasics
Learning and Adaptation
As stated earlier, ANN is completely inspired by the way biological nervous system, i.e. the human brain works.…
July 15, 2021 · Rajil TLBasics
Artificial Neural Network – Building Blocks
Processing of ANN depends upon the following three building blocks − Network Topology Adjustments of Weights or Learning…
July 15, 2021 · Rajil TLBasics
Artificial Neural Network – Basic Concepts
Artificial neural networks (ANNs) or connectionist systems are computing systems inspired by the biological neural networks that constitute animal brains. Such systems learn (progressively…
July 15, 2021 · Rajil TLBasics
Distributed Reasoning
Introduction There are many reasons why we might want to implement or adopt a distributed approach to reasoning…
July 15, 2021 · Rajil TLBasics
Bayesian networks
These are also called Belief Networks or Probabilistic Inference Networks. Initially developed by Pearl (1988). The basic idea is: Knowledge in…
July 15, 2021 · Rajil TL