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• CSEP 590B Explainable AI | 자료 공개 SHAP으로 유명한 이수인 교수 연구실에서 XAI 관련한 수업 자료 공개 CSEP 590B (google.com) CSEP 590B General Information Lecture time: Tuesdays, 6:30-9:20 pm Location: Bill & Melinda Gates Center (CSE2) G10 Instructors: Su-In Lee and Ian Covert Teaching assistants: Hugh Chen and Chris Lin Office hours Su-In Lee: Thursdays 5:00-6:00pm @ Zoom Ian Covert: Su sites.google.com Resources/Classes 2023. 1. 26.

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  Rapid, label-free histopathological diagnosis of liver cancer based on Raman spectroscopy and deep learning Rapid, label-free histopathological diagnosis of liver cancer based on Raman spectroscopy and deep learning | Nature Communications Yi Wang & Qingwen Zhang groups 2023, Nature communications Abstract (조직) 생검은 간암의 진단에 있어 표준으로 여겨진다. 하지만, 이 방법은 구획화와 염색, 그리고 잘 훈련된 병리학자를 필요로 한다. 이 연구에서 우리는 라만 분광법을 이용해 인간의 간 조직 샘플을 연구하고, 간암의 진단을 위한 수술중/체외 workflow를 개발하고 검증했다. 우리는 라만 분광법과 딥러닝을 이용해 label-free 한 암 조직을 암 .. 논문 리뷰/Histology 2023. 1. 25.

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  Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer | Nature Medicine Imagenet pretrained Resnet18 을 이용한 Transfer learning 으로 Tumor detection, MSI prediction 진행. -> 총 두 가지 모델을 가지고 진행 Tumor slide image 를 조각내서 training 시켰기 때문에 하나하나와의 MSI score 를 구하고 합쳐서 전체적인 양상을 볼 수 있었음. 추가적으로 확인을 위해 MSI score 가 lymphocyte gene expression signature in gastric can.. 논문 리뷰/Histology 2023. 1. 16.

• [Archiving] Histology image archiving 1. Histological images for tumor detection in gastrointestinal cancer | Zenodo Histological images for tumor detection in gastrointestinal cancer This is a set of 11977 image patches of hematoxylin & eosin stained histological samples of human colorectal cancer. It is a subset of the data set "100,000 histological images of human colorectal cancer and healthy tissue" which is accessible at http:.. 데이터 2023. 1. 16.

• 1월 2주차 MHC II immunogenicity shapes the neoepitope landscape in human tumors | Nature Genetics Multistain deep learning for prediction of prognosis and therapy response in colorectal cancer | Nature Medicine Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer | Nature Medicine 이번 주 논문들 2023. 1. 12.

• [Python] 파이썬 관점에서의 OOP, FP Python: To OOP or to FP?. That is the question | by Isaac Harris-Holt | Nov, 2022 | Towards Data Science 개발 2023. 1. 6.

• [Archive] 신호처리를 이용한 딥러닝 1. Singal processing + GAN Hands-on Generative Adversarial Networks (GAN) for Signal Processing, with Python | by Piero Paialunga | Dec, 2022 | Towards Data Science Resources/Hands-on 실습 자료 2023. 1. 6.

• [Archive] 의료영상을 이용한 딥러닝 1. MRI 를 이용한 딥러닝 : PyTorch 이용 How to get started with deep learning using MRI data. | by Divya Gaur | MICCAI Educational Initiative | Medium How to get started with deep learning using MRI data. Even though all the algorithms and information are open-source these days, sometimes using even the most well-established computer vision… medium.com 2. 3D Deep Learning : Python. 3D Deep Learning Python.. Resources/Hands-on 실습 자료 2023. 1. 6.

• 이번 주 해볼 것 5 Python Computer Vision Projects To Work on This Weekend | by Coffee Bytes | Medium 5 Python Computer Vision Projects To Work on This Weekend A treasure trove of learning resources and reading materials medium.com 데이터/Plotting 2023. 1. 5.

• 1월 1주차 Ultrafast prediction of somatic structural variations by filtering out reads matched to pan-genome k-mer sets | Nature Biomedical Engineering RAMP: response-aware multi-task learning with contrastive regularization for cancer drug response prediction (unist.ac.kr) Deep learning models for predicting RNA degradation via dual crowdsourcing | Nature Machine Intelligence 이번 주 논문들 2023. 1. 5.

• [Archive] Small projects 1. ChatGPT 를 사용한 웹 스크래핑 I Found a Loophole to (Successfully) Web Scrape Using ChatGPT. Here’s How it Works | by The PyCoach | Geek Culture | Dec, 2022 | Medium ChatGPT의 보호장치를 우회하는 방법들 | GeekNews (hada.io) 2. LSTM 을 사용한 음원 자동생성기 How I Built a Lo-fi Music Web Player with AI-Generated Tracks | by Aleksandra Ma | Jan, 2023 | Towards Data Science 3. CV Projects Best Computer Vision projects With Sour.. Resources/Hands-on 실습 자료 2023. 1. 5.

• Streamlit 으로 data annotation 하는 법 Build a Data-Annotation Pipeline with Less than Fifty Lines of Code with Streamlit | by Maximilian Strauss | Nov, 2022 | Towards Data Science 개발 2023. 1. 5.