Sökning: "Ximeng Yang"

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  1. 1. The Classification of Kinase Inhibitors on Five Channel Cell Painting Data Using Deep Learning

    Master-uppsats, Uppsala universitet/Institutionen för farmaceutisk biovetenskap

    Författare :Ximeng Yang; [2021]
    Nyckelord :Deep Neural Network; Transfer Learning; Cell Painting; Kinase Inhibitor; Five Channel Image;

    Sammanfattning : Purpose This project aims to explore the classification method of kinase inhibitors with five-channel cell painting image data based on the deep learning model. Methods A ResNet50 transfer learning model was used as the starting point to build the deep neural network (DNN) model, where different DNN parameters were selected to make the deep learning model more suitable for the cell painting data. LÄS MER