2022년도에 새롭게 등록된 케라스 실용 예제 및 개발 가이드 중심으로 세미나톤 청강 노트

유형 강연 링크 발표자료 케라스 예제 강연자( 코랩노트)
structured_data Tensorflow Decision Forests 를 이용한 분류모델 만들기 DLD2022 이동훈_Classification with TensorFlow Decision Forests.pptx Classification with TensorFlow Decision Forests 이동훈
structured_data Structured data learning with TabTransformer DLD2022 박성수_Structured data learning with TabTransformer.pdf Structured data learning with TabTransformer 박성수
audio English speaker accent recognition using Transfer Learning - English speaker accent recognition using Transfer Learning 소준섭
keras_recipes Keras Trainer pattern 세미나 DLD2022_허지완_Trainer pattern.pptx Trainer pattern 허지완
KerasNLP 사람이 하는 번역, 인공지능이 하는 번역 DLD2022_김영하_English-to-Spanish translation with KerasNLP.pdf English-to-Spanish translation with KerasNLP 김영하
KerasTuner Visualize the hyperparameter tuning process DLD2022_박찬성_Visualize the hyperparameter tuning process.pdf Visualize the hyperparameter tuning process 박찬성
KerasCV Advanced Augmentation Strategy in Keras DLD2022 김종석_CutMix, MixUp, and RandAugment image augmentation with KerasCV.pdf CutMix, MixUp, and RandAugment image augmentation with KerasCV 김종석
KerasCV High-performance image generation using Stable Diffusion in KerasCV DLD2022.박찬성_High-performance image generation using Stable Diffusion in KerasCV.pdf High-performance image generation using Stable Diffusion in KerasCV 박찬성
KerasCV Pascal VOC 2007로 알아보는 객체 감지 모델 기초 DLD2022_김영하_Train an Object Detection Model on Pascal VOC 2007 using KerasCV.pdf Train an Object Detection Model on Pascal VOC 2007 using KerasCV 김영하
NLP Tensorflow Decision Forests 를 이용한 Text Classification - Text classification using Decision Forests and pretrained embeddings 이동훈
NLP 케라스 NLP를 활용한 GPT 텍스트 생성 도전하기 DLD2022_최태균_GPT text generation with KerasNLP.pdf GPT text generation with KerasNLP 최태균
NLP Bert 보다 빠르다? FNet으로 Text Classification 해보기 DLD2022_김노은_Text Classification using FNet.pdf Text Classification using FNet 김노은
NLP 허깅페이스로 나만의 BERT Pretraining 해보기 [DLD 2022]_윤주성_Pretraining BERT with Hugging Face Transformers.pdf Pretraining BERT with Hugging Face Transformers 윤주성
NLP 허깅페이스로 나만의 요약 모델 만들기 [DLD 2022]_윤주성_Abstractive Summarization with Hugging Face Transformers.pdf Abstractive Summarization with Hugging Face Transformers 윤주성
NLP Question Answering with Hugging Face Transformers DLD2022_배성수_Question Answering with Hugging Face Transformers.pdf Question Answering with Hugging Face Transformers 배성수
vision EDSR Super-resolution 소개 및 Keras 코드 실습 DLD2022_김종희_Enhanced Deep Residual Networks for single-image super-resolution.pdf Enhanced Deep Residual Networks for single-image super-resolution 김종희
vision 이미지를 어떻게 표현할 수 있는가 DLD2022 임훈님_Investigating Vision Transformer representations.pdf Investigating Vision Transformer representations 임훈
vision Augmenting Convolutional networks with attention-based aggregation DLD2022_고승희_Augmenting convnets with aggregated attention.pdf Augmenting convnets with aggregated attention 고승희
vision 정신차려 이 모델이 커지는 각박한 세상속에서 ViT knowledge distillation 해보기 DLD2022_박정현_Distilling Vision Transformers.pdf Distilling Vision Transformers 박정현
vision Train a Vision Transformer on small datasets DLD 2022_박은수_Train a Vision Transformer on small datasets.pdf Train a Vision Transformer on small datasets 박은수
vision 눈으로 보자 Attention DLD2022 최현영_Class Attention Image Transformers with LayerScale.pdf Class Attention Image Transformers with LayerScale 최현영
vision Attention mechanism이 없는 Vision Transformer를 상상해보셨나요? DLD2022_배성수_A Vision Transformer without Attention.pdf A Vision Transformer without Attention 배성수
generative Denoising Diffusion Implicit Models DLD2022_박수철_Denoising Diffusion Implicit Models.pdf Denoising Diffusion Implicit Models 박수철
generative 요즘 핫한 생성모델 stable diffusion 찍먹해보기 DLD2022_김형섭_A walk through latent space with Stable Diffusion.pdf A walk through latent space with Stable Diffusion 김형섭