Artificial Intelligence for Mechatronics培訓

Introduction

Overview of Artificial Intelligence (AI)

• Machine learning
• Computational intelligence

Understanding the Concepts of Neural Networks

• Generative networks
• Deep neural networks
• Convolution neural networks

Understanding Various Learning Methods

• Supervised learning
• Unsupervised learning
• Reinforcement learning
• Semi-supervised learning

Other Computational Intelligence Algorithms

• Fuzzy systems
• Evolutionary algorithms

Exploring Artificial Intelligence Approaches to Optimization

• Choosing AI Approaches Effectively

Learning about Stochastic Dynamic Programming

• Relationship with AI

Implementing Mechatronic Applications with AI

• Medicine
• Rescue
• Defense
• Industry-agnostic trend

Case Study: The Intelligent Robotic Car

Programming the Major Systems of a Robot

• Planning the Project

Implementing AI Capabilities

• Searching and Motion Control
• Localization and Mapping
• Tracking and Controlling

Summary and Conclusion