Dual Embedding based Latent Factor Model
Based on the following lectures <br> (1) “Recommendation System Design (2024-1)” by Prof. Ha Myung Park, Dept. of Artificial Intelligence. College of SW, Kookmin Univ. <br> (2) "Recommender System ...
Data Scientist
History Embedding based Latent Factor Model
Based on the following lectures <br> (1) “Recommendation System Design (2024-1)” by Prof. Ha Myung Park, Dept. of Artificial Intelligence. College of SW, Kookmin Univ. <br> (2) "Recommender System ...
ID Embedding based Latent Factor Model
Based on the following lectures <br> (1) “Recommendation System Design (2024-1)” by Prof. Ha Myung Park, Dept. of Artificial Intelligence. College of SW, Kookmin Univ. <br> (2) "Recommender System ...
Deep Learning based Collaborative Filtering
Zhang, S., Yao, L., Sun, A., & Tay, Y.</br> (2019).</br> <a href="https://doi.org/10.1145/3285029">Deep learning based recommender system: A survey and new perspectives.</a></br> ACM computing surv...
Collaborative Filtering
Based on the following lectures <br> (1) “Recommendation System Design (2024-1)” by Prof. Ha Myung Park, Dept. of Artificial Intelligence. College of SW, Kookmin Univ. <br> (2) "Recommender System ...
What? Recommender System
Based on the following lectures <br> (1) “Recommendation System Design (2024-1)” by Prof. Ha Myung Park, Dept. of Artificial Intelligence. College of SW, Kookmin Univ. <br> (2) "Recommender System ...
AutoEncoder
AutoEncoder 오토인코더(AutoEncoder; AE) : 입력 데이터를 압축시켜 저차원 특징 공간으로 축소한 후, 이를 다시 확장하여 원본으로 복원하는 인공신경망 아키텍처 \[X \xrightarrow{\text{Encoder}} Z \xrightarrow{\text{Decoder}} \hat{X}\] ...
Recurrent Neural Networks
Based on the following lectures <br> (1) “Intro. to Deep Learning (2023-2)” by Prof. Seong Man An, Dept. of Data Science, The Grad. School, Kookmin Univ. <br> (2) “Text Analytics (2024-1)” by Prof....
Convolutional Neural Networks
Based on the following lectures <br> (1) “Intro. to Deep Learning (2023-2)” by Prof. Seong Man An, Dept. of Data Science, The Grad. School, Kookmin Univ. <br> (2) “Vision AI (2024-1)” by Prof. Jong...
Neural Networks
Based on the following lectures <br> (1) “Intro. to Machine Learning (2023-2)” by Prof. Je Hyuk Lee, Dept. of Data Science, The Grad. School, Kookmin Univ. <br> (2) “Intro. to Deep Learning (2023-2...