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Achievement: Pull Sharkx3Achievement: QuickdrawAchievement: YOLOAchievement: Pair Extraordinairex2

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  • Pro

Organizations

@MSADS-Capstone

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lshpaner/README.md

Hi, I'm Leon Shpaner

Data Scientist at UCLA Health | Adjunct Instructor at UCLA Extension and University of San Diego | Co-founder of Data Science Dynamics

I build clinical machine learning systems across nephrology, oncology NLP, and urology, and develop open-source tools for reproducible data science.

Open-source libraries

Library Description
eda_toolkit Reproducible EDA framework; docs at datasciencedynamics.com/eda_toolkit_docs
model_tuner Streamlined ML model tuning and cross-validation
model_metrics ROC, DeLong tests, gain/lift, and residual diagnostics
EquiBoots Bootstrapped fairness and equity evaluation
kfre Kidney Failure Risk Equation implementation

Selected work

  • CircumScore: ML-based surgical outcome prediction tool; paper published in BMC Urology

Talks and publications

  • JupyterCon 2025: eda_toolkit and EquiBoots (co-presented with Oscar Gil)
  • Bio-IT World 2026, Boston
  • CHOC Research GoBEYOND 2026: reproducible EDA frameworks poster
  • Late-breaking abstract, JASN / Kidney Week 2025

Links

datasciencedynamics.com | LinkedIn | Google Scholar

Pinned Loading

  1. kfre kfre Public

    A Python library for kidney failure risk estimation using Tangri's KFRE model

    Python 5

  2. uclamii/model_tuner uclamii/model_tuner Public

    A library to tune the hyperparameters of common ML models. Supports calibration and custom pipelines.

    Python 8

  3. data_science_for_everyone data_science_for_everyone Public

    HTML 1

  4. datasciencedynamics/eda_toolkit datasciencedynamics/eda_toolkit Public

    A collection of utility functions designed to streamline your exploratory data analysis (EDA) tasks. This repository offers tools for directory management, some data preprocessing, reporting, visua…

    Python 9 1

  5. circ_milan circ_milan Public

    Machine-learning pipeline for the development and internal validation of postoperative complication prediction models in adult male circumcision, using de-identified single-center clinical data fro…

    Python

  6. litecoin-foundation/litecoin_forecasting litecoin-foundation/litecoin_forecasting Public

    Jupyter Notebook