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theorashid/README.md
Theo Rashid
┣━━ code for me
┃   ┣━━ probabilistic-programming-packages  - same forecasting model, different PPLs
┃   ┣━━ mortality-statsmodel                - scalable, Bayesian spatiotemporal models for mortality
┃   ┣━━ bayesian-envhealth-models           - Bayesian models for environmental health
┃   ┗━━ cookiecutter-r-project              - template for analysis project in R
┣━━ code I helped with
┃   ┣━━ numpyro                             - probabilistic programming, jax backend
┃   ┣━━ pymc                                - probabilistic programming, pytensor backend
┃   ┣━━ pytensor                            - python C/jax/numba tensor library
┃   ┣━━ bayeux                              - inference for Bayesian models in jax
┃   ┗━━ GPJax                               - Gaussian processes in jax
┣━━ code I would like to work on
┃   ┣━━ blackjax                            - samplers in jax
┃   ┣━━ dynamax                             - state space models in jax
┃   ┗━━ nimble                              - probabilistic programming in R, customisable samplers
┗━━ work
    ┣━━ Amazon                              - Applied Scientist, probabilistic forecasting
    ┣━━ Faculty                             - Data Science Fellow
    ┣━━ Freelance                           - Loamin, Robbie Parks, Columbia, Seth Flaxman, Oxford
    ┣━━ Amazon                              - Applied Scientist intern
    ┗━━ Imperial College London
        ┣━━ PhD, Biostatistics              - Scalable spatiotemporal mortality modelling
        ┃   ┣━━ thesis                      - thesis, written in quarto
        ┃   ┗━━ thesis-analysis             - code for postprocessing and plotting in thesis
        ┗━━ MSci, Theoretical Physics       - Mostly maths

Read what I'm learning.

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  1. pymc-devs/pymc pymc-devs/pymc Public

    Bayesian Modeling and Probabilistic Programming in Python

    Python 8.7k 2k

  2. pyro-ppl/numpyro pyro-ppl/numpyro Public

    Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

    Python 2.2k 239

  3. probabilistic-programming-packages probabilistic-programming-packages Public

    Trying out different probabilistic programming packages on the same statistical model

    Python 8 2

  4. mortality-statsmodel mortality-statsmodel Public

    Mortality using bayesian hierarchical modelling

    R 6 2

  5. sparklabnyc/cookiecutter-r-project sparklabnyc/cookiecutter-r-project Public

    Template for analysis project in R

    R 1

  6. thesis thesis Public

    PhD thesis

    HTML 1