Variational AutoEncoder
Kingma, D. P., & Welling, M.</br> (2013).</br> <a href="https://doi.org/10.48550/arXiv.1312.6114">Auto-encoding variational bayes.</a></br> arXiv preprint arXiv:1312.6114.
Data Scientist
BNNs (2) Monte Carlo Dropout
Gal, Y., & Ghahramani, Z.</br> (2016, June).</br> <a href="https://doi.org/10.48550/arXiv.1506.02142">Dropout as a bayesian approximation: Representing model uncertainty in deep learning.</a></br> ...
BNNs (1) Bayes by Backprop
Blundell, C., Cornebise, J., Kavukcuoglu, K., & Wierstra, D.</br> (2015, June).</br> <a href="https://proceedings.mlr.press/v37/blundell15">Weight uncertainty in neural network.</a></br> In Interna...
Gaussian Mixture Model
Based on the lecture “Bayesian Modeling (2024-1)” by Prof. Yeo Jin Chung, Dept. of AI, Big Data & Management, College of Business Administration, Kookmin Univ.
Bayesian Regression (2) Subjective Prior
Based on the lecture “Bayesian Modeling (2024-1)” by Prof. Yeo Jin Chung, Dept. of AI, Big Data & Management, College of Business Administration, Kookmin Univ.
Bayesian Regression (1) Objective Prior
Based on the lecture “Bayesian Modeling (2024-1)” by Prof. Yeo Jin Chung, Dept. of AI, Big Data & Management, College of Business Administration, Kookmin Univ.
Naive Bayes
Based on the lecture “Intro. to Machine Learning (2023-2)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Multi Armed Bandits
Based on the lecture “Bayesian Modeling (2024-1)” by Prof. Yeo Jin Chung, Dept. of AI, Big Data & Management, College of Business Administration, Kookmin Univ.
Bayesian A/B Test
Based on the lecture “Bayesian Modeling (2024-1)” by Prof. Yeo Jin Chung, Dept. of AI, Big Data & Management, College of Business Administration, Kookmin Univ.
EM Algorithm
E-M Algorithm E-M Algorithm(Expectation-Maximization): 잠재요인(latent factor)을 수반하는 확률 모형에서, 우도(likelihood)를 직접 최대하기 어려울 경우 그 대리 변수로서 완전 데이터 우도(complete data likelihood)를 최대화하는 파라미터를 반복적으로 갱...