Advanced Concepts of Modeling in AI

Topics

• Models

  • AI, ML and DL
  • Rule-based and learning-based approaches
  • Supervised, unsupervised and reinforcement learning
  • Classification, regression, clustering and association

• Neural networks

  • ANN and CNN
  • How a neural network makes a decision

Learning objectives

1. Classify a problem as classification, regression or clustering and choose a learning approach.