Advance Deep Learning/KUBIG Advanced ML&DL 5

[Advanced ML & DL Week6] Simple Project_Multivariate LSTM-FCNs for Time Series Classification

논문링크 : Multivariate LSTM-FCNs for Time Series Classification 팀 블로그 작성 글 링크 :https://kubig-2022-2.tistory.com/120 [Advanced ML & DL Week6] Simple Project_Multivariate LSTM-FCNs for Time Series Classification 작성자 : 14기 김태영 논문링크 : Multivariate LSTM-FCNs for Time Series Classification Multivariate LSTM-FCNs for Time Series Classification Over the past decade, multivariate time series classification ..

[Advanced ML & DL Week5] Multivariate LSTM-FCNs for Time Series Classification

논문링크 : Multivariate LSTM-FCNs for Time Series Classification Multivariate LSTM-FCNs for Time Series Classification Over the past decade, multivariate time series classification has received great attention. We propose transforming the existing univariate time series classification models, the Long Short Term Memory Fully Convolutional Network (LSTM-FCN) and Attention L arxiv.org 팀 블로그 작성 글 링크 : ..

[Advanced ML & DL Week4] BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding

논문 링크 : BERT, Pre-training of Deep Bidirectional Transformers for Language Understanding 팀 블로그 작성 글 링크 : https://kubig-2022-2.tistory.com/86 [Advanced ML & DL Week4] BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding 작성자 : 14기 김태영 논문 링크 : BERT, Pre-training of Deep Bidirectional Transformers for Language Understanding 1. Introduction BERT가 등장하기 이전의 SOTA 모델로는 GPT-1이..

[Advanced ML & DL Week2] Zero-shot Learning Through Cross-Modal Transfer

논문링크 : Zero-shot Learning Through Cross-Modal Transfer 팀블로그 작성 글 링크 : https://kubig-2022-2.tistory.com/54 [Advanced ML & DL Week2] Zero-shot Learning Through Cross-Modal Transfer 작성자 : 14기 김태영 논문링크 : Zero-shot Learning Through Cross-Modal Transfer 1. Introduction 1) Zero-Shot Learning Zero-Shot Laerning이란 "unseen example에 대해서 문제를 잘 해결할 수 있도록 모델을 학습하는 것"을 의 kubig-2022-2.tistory.com

[Advanced ML & DL Week1] Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles

논문 링크 : Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles - DeepMind 팀블로그 작성 글 링크 : https://kubig-2022-2.tistory.com/30 [Advanced ML & DL Week1] Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles 작성자 : 14기 김태영 논문 링크 : Simple and Scalable Predictive Uncertainty Estimation Using Deep Ensembles - DeepMind 1. Introduction and Basic 1) 신경망 모델의 한계점 다양한 ..