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@AlaaLab

Alaa Lab

Machine Learning and AI for Medicine at UC Berkeley and UCSF

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  1. deep-learning-uncertainty deep-learning-uncertainty Public

    Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

    Jupyter Notebook 627 78

  2. InstructCV InstructCV Public

    [ ICLR 2024 ] Official Codebase for "InstructCV: Instruction-Tuned Text-to-Image Diffusion Models as Vision Generalists"

    Python 460 39

  3. conformal-metalearners conformal-metalearners Public

    [ NeurIPS 2023 ] Official Codebase for "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"

    Python 44 7

  4. ETAB ETAB Public

    [ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"

    Jupyter Notebook 27 11

  5. pathologist-in-the-loop pathologist-in-the-loop Public

    [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"

    Python 19 1

  6. med-real2sim med-real2sim Public

    [ NeurIPS 2024 ] Official Codebase for "Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning"

    Jupyter Notebook 11 4

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