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강좌 개요

  • 타입 MOOC 강좌
  • 기간 상시 수강
  • 학습시간 16시간
  • 수강 승인 방식 자동 승인
  • 수료증 온라인 발급
http://www.edwith.org/mechanical-engineering-ai2
둘러보기
좋아요 10 수강생 240

교수자 소개

  • KAIST 기계공학과 박용화, 김형수, 이두용, 황보제민

강의계획

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