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blue-octopus235/README.md

Hi, I'm Jackson Wilke

Data scientist and ML researcher with experience in large-scale climate modeling, civic data, and scientific computing.

Education

University of California, San Diego — M.S. Data Science (Expected June 2027)

University of California, Los Angeles — B.S. Atmospheric & Oceanic Sciences and Mathematics (June 2024)

Projects

jem-samudra-coupler (In Progress) — Adapter package that couples a JAX-based atmospheric general circulation model (JCM) with a PyTorch neural ocean emulator (Samudra) through the JEM coupling framework. Handles cross-framework data exchange (JAX ↔ PyTorch), grid regridding between spectral T31 and OM4 tripolar grids, and physical variable mapping for heat flux and wind stress boundary conditions.

Liver Cancer Spatial Epidemiology (In Progress) — Spatial Bayesian analysis investigating the relationship between environmental exposures and hepatocellular carcinoma (HCC) incidence across US geographies.

Experience

Graduate Researcher — UCSD Climate Analytics Lab (Sep 2025 – Present)

  • Building ML pipelines predicting atmospheric variables from 60+ years of climate data using PyTorch, xarray, and Dask for distributed processing of 800GB+ datasets
  • Developing a coupled atmosphere–ocean model integrating a JAX-based physics atmospheric model with a PyTorch ML ocean emulator

Data Scientist — Hack for LA (Aug 2024 – Sep 2025)

  • Contributed to an interactive web app mapping 12.5 million parking citations; analyzed large datasets to surface trends and actionable insights

Undergraduate Researcher — UCLA (Mar 2023 – Sep 2023)

  • Applied Lagrangian particle tracking to analyze Southern Ocean currents contributing to ice shelf melting

Undergraduate Researcher — Salk Institute for Biological Studies (Sep 2021 – Sep 2022)

  • Analyzed olfactory data using hyperbolic geometry and Bayesian statistics

Skills

Python PyTorch JAX Xarray Dask Weights & Biases Hydra Pandas SQL R MATLAB

Awards

  • 2nd Place — UCSD SMASH & NSF HDR ML Challenge Hackathon for Coastal Flooding (2026)
  • 1st Place — Research Conference, San Diego Mesa College (2022)

Contact

Email LinkedIn

Popular repositories Loading

  1. dsc291-2026 dsc291-2026 Public

    Jupyter Notebook 1

  2. bightwatch bightwatch Public

    Marine conservation triage system for the Southern California Bight, fusing 72 years of CalCOFI larval-fish data with near-real-time physical drivers (BEUTI, OISST, SCCOOS HABMAP) to rank monitorin…

    Python 1

  3. climate-analytics-lab.github.io climate-analytics-lab.github.io Public

    Forked from climate-analytics-lab/climate-analytics-lab.github.io

    Group webpage

    JavaScript

  4. blue-octopus235 blue-octopus235 Public