## Course summary

• Type MOOC course
• Period Always open
• Learning Time Study freely
• Course approval method Automatic approval
• Certificate Issue Online
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### Instructor Introduction

• KAIST 산업및시스템공학과 문일철 교수님

KAIST 산업 및 시스템 공학과 부교수
KAIST AI대학원 겸임교수
KAiST 항공우주공학과 겸임교수
KAIST 안보융합연구원 겸임교수

### Lecture plan

★강의목록
1. CHAPTER 1 : Basic of VAE
1. Basic of VAE: Overview
1. Basic of VAE: Implicit Distribution
1. Basic of VAE: Stacked Denoising Autoencoder
1. Basic of VAE: Autoencoder and Latent Variable
1. Basic of VAE: ELBO
1. Basic of VAE: Amortized Inference (1)
1. Basic of VAE: Amortized Inference (2)
1. Basic of VAE: Quiz 1
2. CHAPTER 2 : VAE Objectives and Structures
1. VAE Objectives and Structures: Introduction
1. VAE Objectives and Structures: Objective Function
1. VAE Objectives and Structures: Reparameterization Trick
1. VAE Objectives and Structures: Objective Function(1)
1. VAE Objectives and Structures: Objective Function(2)
1. VAE Objectives and Structures: Objective Function(3)
1. VAE Objectives and Structures: Neural Network
1. VAE Objectives and Structures: Neural Variational Document Model
1. VAE Objectives and Structures: Quiz 2
3. CHAPTER 3 : Conditional and Prior Modeling on VAE
1. Conditional and Prior Modeling on VAE: cVAE(1)
1. Conditional and Prior Modeling on VAE: cVAE(2)
1. Conditional and Prior Modeling on VAE: NN Structure
1. Conditional and Prior Modeling on VAE: Results
1. Conditional and Prior Modeling on VAE: Quiz 3
5. CHAPTER 5 : Alternative View of VAE
1. Alternative View of VAE: Variations
1. Alternative View of VAE: Beta-VAE
1. Alternative View of VAE: ELBO with NN
1. Alternative View of VAE: Importance Weighted VAE
1. Alternative View of VAE: Quiz 5
6. CHAPTER 6 : Optimal Prior of VAE
1. Optimal Prior of VAE: Over-Regularization
1. Optimal Prior of VAE: Derivation of Implicit Distribution
1. Optimal Prior of VAE: Learning Implicit Prior Model
1. Optimal Prior of VAE: ELBO with Implicit Prior
1. Optimal Prior of VAE: Variational Inference and Implicit Model
1. Optimal Prior of VAE: Quiz 6
7. ★강의 수강 후 의견을 부탁드리겠습니다.★
1. 교수님 강의에 대한 별점을 매겨주세요. 여러분의 의견이 많은 도움이 됩니다:D