SEQ2SEQ
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Data Scientist
Topic Model
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Language Model
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Docs Representation
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
WORD2VEC Improvements
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Word Representation
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
BPR
<ul type="square"> <li><strong>Title</strong>: <a href="https://dl.acm.org/doi/10.5555/1795114.1795167"><code>BPR: Bayesian Personalized Ranking from Implicit Feedback</code></a></li> <li><strong>P...
Text Data Preprocessing
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Regular Expression
Based on the lecture “Text Analytics (2024-1)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ.
Variational AutoEncoder
AutoEncoder 오토인코더(AutoEncoder; AE) : 입력 데이터를 압축시켜 저차원 특징 공간으로 축소한 후, 이를 다시 확장하여 원본으로 복원하는 인공신경망 아키텍처 How to Modeling Encoder: \[\begin{aligned} \mathbf{z} = F\left(\mathbf{x} \mi...