PyHealth: A Comprehensive Deep Learning Toolkit For Clinical Predictive Modeling

会议/期刊：KDD’23 Tutorial
作者: Chaoqi Yang, Zhenbang Wu, Patrick Jiang, Zhen Lin, Junyi Gao, Benjamin P. Danek, Jimeng Sun
机构: UIUC, UE
主页: PyHealth
代码: Github
Tutorial资料: google drive

一个比较完整的项目，有详细的说明文档、示例和视频，很值得学习👍👍

包括各种类型的任务：

临床预测建模：readmissiong prediction, length of stay prediction task，mortality prediction, diagnosis-based drug recommendation
生理信号的深度学习：sleep staging, EEG event detection, abnormal EEG detection, arrythmia detection
医学图像：x-ray representation learning, chest disease classification, medical report generation
生物医学文本：clinical notes classification and medical report generation
预训练模型相关：Medical concept lookup, mapping and embeddings