교수자 소개
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KAIST 산업및시스템공학과 문일철 교수님
KAIST 산업 및 시스템 공학과 부교수
KAIST AI대학원 겸임교수
KAiST 항공우주공학과 겸임교수
KAIST 안보융합연구원 겸임교수
강의계획
★강의목록
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CHAPTER 1 : Basic of VAE
- Basic of VAE: Overview
- Basic of VAE: Implicit Distribution
- Basic of VAE: Stacked Denoising Autoencoder
- Basic of VAE: Autoencoder and Latent Variable
- Basic of VAE: ELBO
- Basic of VAE: Amortized Inference (1)
- Basic of VAE: Amortized Inference (2)
- Basic of VAE: Quiz 1
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CHAPTER 2 : VAE Objectives and Structures
- VAE Objectives and Structures: Introduction
- VAE Objectives and Structures: Objective Function
- VAE Objectives and Structures: Reparameterization Trick
- VAE Objectives and Structures: Objective Function(1)
- VAE Objectives and Structures: Objective Function(2)
- VAE Objectives and Structures: Objective Function(3)
- VAE Objectives and Structures: Neural Network
- VAE Objectives and Structures: Neural Variational Document Model
- VAE Objectives and Structures: Quiz 2
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CHAPTER 3 : Conditional and Prior Modeling on VAE
- Conditional and Prior Modeling on VAE: cVAE(1)
- Conditional and Prior Modeling on VAE: cVAE(2)
- Conditional and Prior Modeling on VAE: NN Structure
- Conditional and Prior Modeling on VAE: Results
- Conditional and Prior Modeling on VAE: Quiz 3
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CHAPTER 4 : VaDE
- VaDE: Introduction
- VaDE: Graphical Modeling
- VaDE: ELBO Derivation (1)
- VaDE: ELBO Derivation (2)
- VaDE: ELBO Derivation (3)
- VaDE: ELBO Derivation (4)
- VaDE: ELBO Derivation (5)
- VaDE: Result
- VaDE: Quiz 4
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CHAPTER 5 : Alternative View of VAE
- Alternative View of VAE: Variations
- Alternative View of VAE: Beta-VAE
- Alternative View of VAE: ELBO with NN
- Alternative View of VAE: Importance Weighted VAE
- Alternative View of VAE: Quiz 5
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CHAPTER 6 : Optimal Prior of VAE
- Optimal Prior of VAE: Over-Regularization
- Optimal Prior of VAE: Derivation of Implicit Distribution
- Optimal Prior of VAE: Learning Implicit Prior Model
- Optimal Prior of VAE: ELBO with Implicit Prior
- Optimal Prior of VAE: Variational Inference and Implicit Model
- Optimal Prior of VAE: Quiz 6
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