Scholar Resources

Support Vector Machine (SVM) Algorithm: Concept, Working, and Applications in ML

What is SVM? A supervised learning approach for classification and regression problems is called Support Vector Machine (SVM). Pattern recognition, text categorization, and bioinformatics all make extensive use of it,…

Multilayer Perceptron (MLP): Architecture, Working & Applications in Neural Networks

What is Multilayer Perceptron (MLP) ? An input layer, one or more hidden layers, and an output layer are among the several layers of neurons that make up a multilayer…

Artificial Neural Networks (ANN): Architecture, Learning Process & Applications in AI

ANN Algorithm A computational model called an artificial neural network (ANN) is modeled after the composition and operations of the human brain. It is a crucial part of deep learning…

Genetic Algorithm (GA)

Genetic Algorithm (GA) The search and optimization method known as a genetic algorithm (GA) is based on the ideas of evolution and natural selection. It is a heuristic method that…

Firefly Algorithm

Firefly Algorithm Xin-She Yang created the Firefly Algorithm (FA), a metaheuristic optimization method inspired by nature, in 2008. It draws inspiration from fireflies’ bioluminescent communication, in which they use light…

Lion Optimization Algorithm (LOA)

Lion Optimization Algorithm (LOA) Based on lions’ social behavior and hunting tactics, the Lion Optimization Algorithm (LOA) is a metaheuristic optimization algorithm inspired by nature. In order to find the…

Particle Swarm Optimization (PSO) Algorithm

PSO Algorithm The metaheuristic optimization technique known as Particle Swarm Optimization (PSO) was motivated by the collective movement of fish schools or flocks of birds. It is used to iteratively…

Ant Colony Optimization (ACO) Algorithm: Nature-Inspired Solution for Complex Optimization Problems

ACO Algorithm Based on the feeding habits of actual ant colonies, Ant Colony Optimization (ACO) is a metaheuristic optimization technique inspired by nature. It was first presented by Marco Dorigo…