Sparse Gaussian Process
Prerequisite Gaussian Process SGP SGP(Sparse Gaussian Process) : $M < N$ 개의 유도점(Inducing Points)을 도입하여 공분산 행렬을 근사하는 기법으로서, 계산량을 $\mathcal{O}(N^{3}) \to \mathcal{O}(M^{2}N)$ 으로 줄...
Data Scientist
Gaussian Process
Stochastic Process 확률적 과정(Stochastic Process) 어떤 시점 혹은 위치 지표 $t$ 에 대하여 확률변수들의 집합 \(\{X_{t} \mid t \in T\}\) 이 주어졌을 때 이를 확률적 과정이라고 한다. 즉, 확률적 과정은 시간 또는 공간을 따라 변화하는 확률변수들의 집합으로서...
Bayesian Attention Modules
<ul type="square"> <li><strong>Title</strong>: <a href=" https://doi.org/10.48550/arXiv.2010.10604"><code>Bayesian Attention Modules</code></a></li> <li><strong>Published</strong>: <em>2020</em></l...
DACR
<ul type="square"> <li><strong>Title</strong>: <a href="https://doi.org/10.3390/app122010594"><code>Deep Collaborative Recommendation Algorithm Based on Attention Mechanism</code></a></li> <li><str...
FAWMF
<ul type="square"> <li><strong>Title</strong>: <a href="https://doi.org/10.1609/aaai.v34i04.5751"><code>Fast Adaptively Weighted Matrix Factorization for Recommendation with Implicit Feedback</code...
GPT
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
BERT
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Transformer
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Attention Mechanism
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
SEQ2SEQ
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.