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Course summary

  • Type MOOC course
  • Period Always open
  • Learning Time Study freely
  • Course approval method Automatic approval
  • Certificate Issue Online
http://kaist.edwith.org/mechanical-engineering-ai2
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Instructor Introduction

  • KAIST 기계공학과 박용화, 김형수, 이두용, 황보제민

Lecture plan

강의
  1. AI for Sound and Vibration - Introduction
    1. Introduction 1
    1. Introduction 2
    1. Introduction 3
  2. AI for Sound and Vibration 1
    1. Sound Classification 1
    1. Sound Classification 2
    1. Sound Classification 3
    1. Sound Classification 4
  3. AI for Sound and Vibration 2
    1. Introduction Biometric authentication
    1. Theoretical background : vibration analysis of human body
    1. Fundamentals of SVM 1
    1. Fundamentals of SVM 2
    1. Application: Person identification by SVM 1
    1. Application: Person identification by SVM 2
  4. AI for Fluid Mechanics
    1. Introduction to reverse optimization
    1. Data processing and optimizer for machine learning
    1. Machine learning for microfluidics application
    1. Machine learning results
  5. AI for Fluid Mechanics 2
    1. Flow visualization
    1. Three-dimensional flow field measurement
    1. Machine-learning as a tool
    1. Real time measurement application
  6. AI for Medical Simulation
    1. Very Brief Introduction to Medical Simulation 1
    1. Very Brief Introduction to Medical Simulation 2
    1. Visual Interface & Rendering of Medical Simulation 1
    1. Visual Interface & Rendering of Medical Simulation 2
    1. Visual Interface & Rendering of Medical Simulation 3
    1. Visual Interface & Rendering of Medical Simulation 4
    1. Finite Element Model (FEM) of Medical Simulation
  7. AI for robot control 1
    1. Problem & Abstraction
    1. Formulation 1
    1. Formulation 2
    1. Value iteration
  8. AI for robot control 2
    1. Problem
    1. Parameterized policy
    1. Policy gradient theorem
    1. Training the value function