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