Real-world Impact
The van der Schaar Lab is committed to fostering a real-world impact through open-source software. With trailblazing tools such as AutoPrognosis 2.0, which harnesses the potential of AutoML for healthcare, and SynthCity, a pioneering solution for generating and evaluating synthetic data for privacy, fairness and data augmentation, we are redefining healthcare paradigms. The lab’s contributions also extend to the realms of data imputation with HyperImpute, time-series exploration via TemporAI and Clairvoyance, enhancing AI transparency with our Interpretability Suite, and driving the data-centric AI agenda with Datagnosis. Our relentless pursuit of excellence and drive for tangible societal change is further underscored by our vast repository of research code available on GitHub, embodying our dedication to knowledge dissemination and open collaboration.
Key Software Projects
SynthCity is a powerful library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
CliMB (Clinical Machine learning Builder) is an AI-enabled partner designed to empower clinician scientists to create predictive models from real-world clinical data, all within a single conversation.
Clairvoyance is our ground-breaking pipeline toolkit for medical time-series data that represents the culmination of years of research, development, and real-world testing we announced in May 2020.
TemporAI is a Machine Learning-centric time-series library for medicine. The tasks that are currently of focus in TemporAI are: time-to-event (survival) analysis, treatment effects, and prediction. TemporAI enhances and builds upon Clairvoyance.
