Introduction to Machine Learning with MATLAB Training Course

Overview

MATLAB is a numerical computing environment and programming language developed by MathWorks.

Requirements

Good math skills
Linear Algebra

Course Outline

  1. MATLAB Basics
  2. MATLAB More Advanced Features
  3. BP Neural Network
  4. RBF, GRNN and PNN Neural Networks
  5. SOM Neural Networks
  6. Support Vector Machine, SVM
  7. Extreme Learning Machine, ELM
  8. Decision Trees and Random Forests
  9. Genetic Algorithm, GA
  10. Particle Swarm Optimization, PSO
  11. Ant Colony Algorithm, ACA
  12. Simulated Annealing, SA
  13. Dimenationality Reduction and Feature Selection

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