XINLEI DENG

M.B.B.S., Ph.D.

Curriculum Vitae    Resume

About Me

       I'm a principal biostatistician at Novartis Pharmaceuticals and a co-founder of a startup developing IOS and android applications. I have many years of experience in statistics, software engineering, data science, geospatial analytics/techniques, epidemiology, and medicine.

Specialty

  • Bayesian models, longitudinal models (COX, GEE, MMRM), regressions, and quantile-G computation.

  • Machine learning and deep learning models like transformer, Densenet, and Resnet.

  • Swift (IOS app), Python, R, Rshiny, Javascript, SAS, ArcGIS, HTML, PostgreSQL, and CSS

  • Remote sensing, spatial interpolate, and high-resolution spatial-temporal models.

    Rshiny Applications


  • Predictive Model for COVID-19 vs Community-Acquired Pneumonia (Click to Open)

  • Predictive Model for Congenital Heart Diseases Based on Large Cohort (Click to Open)

  • Predictive Model for Enteral Nutrition Intolerance in Patients with Sepsis (Click to Open)

    • Certifications

    Tensorflow Tensorflow PostgreSQL PostgreSQL BERT BERT model
    MCM Mathematical Contests in Modelling (American) Biosta PKU Biostatistics CUMCM Mathematical Contests in Modelling (China)