Calendar

WeekDateLectureDateLecture
19/1Labor Day9/3Intro to class (Lab 0)
29/8What’s different in health? modalities, imbalance, rare events, stakeholders, etc. (MP1 - omics)9/10Intro to clinical care and understanding clinical data
39/15Classification methods in healthcare: diagnosis, prognosis, segmentation9/17Unsupervised methods for healthcare: subtype discovery, pattern discovery
49/22Dimension reduction and visualization (MP2 – physiological signals)9/24TBD
59/29TBD10/1Causal Inference in Healthcare
610/6ConvNets & PyTorch tutorial (MP3 - medical imaging)10/8Deep learning for healthcare: Intro (Deadline to form project groups)
710/13CNNs for medical imaging and signals10/15Digital health (Guest Lecture - TBA)
810/20Explanations and attributions (Quiz1)10/22TBD (Project proposals)
910/27Graphs and Networks in Healthcare (MP4 - medical text)10/29Graph ML & Healthcare Applications
1011/3Sequence modeling in healthcare - Part I11/5Sequence modeling in healthcare - Part II
1111/10AI in Medical Device Industry (Guest Lecture - TBA)11/12Unsupervised deep learning for healthcare, self-supervised learning (Project mid-reports)
1211/17Clinical foundation models11/19Medical AI evaluation and deployment
1311/24Ethical AI for healthcare (Guest Lecture - TBA)11/26Medical AI model robustness
1412/1Uncertainty Quantification12/3Fairness in Medical AI
1512/8TBD (Quiz2)12/10Project presentations
16--12/17Reports due