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stufield/README.md

Hi, I'm Stu Field!

I'm a data scientist and software engineer from and I live in Fort Collins, CO โ›ฐ๏ธ . I am currently exploring new employment opportunities, so if you think my skill set and experience is a match for your team, please reach out!



Professional Summary

With 12+ years in the Life Sciences proteomics (high dimensional) space, I have created a comprehensive R-based machine learning analysis ecosystem that standardizes and enables biomarker discovery and model development. I am strong proponent reproducible research and bioinformatics pipelines. Strong leadership and mentoring skills have lead to 40+ production level, predictive models resulting in significant revenue generation. My proficiency in data visualization and manipulation, coupled with a rigorous analytics approach, has been instrumental in driving biomarker discovery and model development within the life sciences proteomics domain.

Skills

Machine Learning Statistics Open-Source Software Tools
Random Forest Logistic regression R Linux, MacOS
Naive Bayes Linear regression C++ Git, GitHub
Lasso/ridge regression GLMMs Python BASH, GNU
k-Nearest neighbour Mixed-effects models LaTeX BitBucket
PCA Survival analysis CI/CD Slack
Ensemble methods Multivariate statistics Docker AWS
Maximum Likelihood ANOVA Kubernetes

Additional Skills

  • Analysis of high-throughput, multi-plex, high-dimensional, proteomics assay data
  • Accomplished leader driving small group projects to completion
  • Proven record of accomplishment via publication in peer reviewed, international journals
  • Project development and management, experimental design, and data analysis

About Me

  • ๐Ÿ˜„ Pronouns: he/him
  • ๐Ÿ“ซ How to reach me: Gmail Badge or any of the links on the โฌ…๏ธ sidebar
  • ๐Ÿ”ญ Iโ€™m currently open for employment opportunities!
  • ๐Ÿ“š I am currently learning ... actually, I am constantly learning ๐Ÿ˜„
  • ๐Ÿค” Iโ€™m looking for help with ... finding my next role!
  • ๐Ÿ’ฌ Ask me about ... bikes and R ... I'll talk your ๐Ÿ‘‚ off ๐Ÿ˜„
  • ๐Ÿ’ฌ Favorite food: ๐ŸŸ ๐ŸŒฎ
  • โšก Fun fact ...
  • ๐Ÿšด I'm an avid cyclist ... come say hi on

  • I maintain several R software libraries (๐Ÿ“ฆ) that implement statistical and machine learning techniques in biomarker discovery. Some of my popular published (CRAN) ๐Ÿ“ฆ are:
  • These projects support analyses in the general health care (Life Sciences) space to generate proteomic based clinical insights in health spaces such as:
    • cardiovascular disease
    • liver disease (NASH/NAFLD)
    • alcohol effects
    • biological aging
    • exercise status
    • metabolic disease
  • Favorite techniques:
    • logistic regression (ol' faithful)
    • random forest
    • naive Bayes
    • KKNN (nearest neighbor)
    • survival analyses
    • ensemble methods
  • I am a proponent of the open-source software, conducting the majority of my research/analysis via Linux toolkits, R, and the RStudio IDE.
  • I promote conforming to the adherence of so-called "tidy" data, a philosophy of data science designed to share underlying data structure, grammar, and format which facilitates the generation of reproducible analyses.

๐Ÿ”ง Tools & Languages

๐Ÿ”ง GitHub Commits


๐Ÿ“ˆ GitHub Stats

Stu's GitHub Stats

Contributions


๐Ÿ”— Links & Resources


Pinned Loading

  1. gitr gitr Public

    A light-weight, dependency-free, API to access system-level git commands from within R

    R

  2. grapevine grapevine Public

    The Grapes of Wrath. A simple set of useful, unique, and non-standard binary operators.

    R

  3. SomaLogic/SomaDataIO SomaLogic/SomaDataIO Public

    The SomaDataIO package loads and exports 'SomaScan' data via the 'SomaLogic Operating Co., Inc.' proprietary data file, called an ADAT ('*.adat'). The package also exports auxiliary functions for mโ€ฆ

    R 23 17

  4. stutils stutils Public

    Small suite of useful functions, subroutines, and data objects for data set manipulation and analysis in R.

    R

  5. TestPkg TestPkg Public

    Just a test package to debug devtools and builds

    R

  6. devel devel Public

    This "package" is the development package. It contains a loose testing ground of functionality without a home

    R