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steviecurran/README.md

SUMMARY

Data-focused researcher with 20+ years of experience applying machine learning, statistical modelling, Python-based data analysis, and quantitative problem‑solving to large, complex datasets. Strong communicator with extensive experience leading analytical projects, mentoring teams, and delivering clear insights to technical and non‑technical audiences.

INDUSTRY‑ALIGNED PROJECT HIGHLIGHTS

  • Machine Learning Classification of Galaxies: Built ML models (sklearn, tensorflow) to classify galaxy properties from multi‑feature datasets. Improved prediction accuracy vs. baseline models and delivered interpretable insights for scientific users.

  • Neural Network Redshift Estimation: Designed and trained deep learning models to estimate galaxy redshifts, replacing manual feature‑driven estimation with automated approaches.

  • A/B Testing & Statistical Tooling: Wrote Python tools implementing A/B testing, confidence intervals and hypothesis testing suitable for product, marketing, or business analytics contexts.

  • Data Visualisation: Developed applications for exploring high‑dimensional astrophysical and experimental datasets.

CORE SKILLS

Technical Skills Soft Skills Python Other languages Documentation
Data Analysis Team Leadership dash C HTML
Machine Learning Project Management jupyter IDL Latex
Neural Networks Teaching & Supervision matplotlib PHP Markdown
Data Visualisation Science Communication numpy SQL dashboards
Statistical Analysis Public Speaking pandas Shell scripting Office
Scientific Research TV and Radio scikit-learn Pgplot
Simulations International Collaboration tensorflow Gnuplot

Pinned Loading

  1. SQL2pandas SQL2pandas Public

    SQL commands via pandas

    Jupyter Notebook

  2. beer-reviews beer-reviews Public

    TBC Analystics Test (Beer Advocate)

    Jupyter Notebook

  3. UK-employment UK-employment Public

    UK Unemployment data

  4. scorner scorner Public

    Plot mutli-dimensaional data, e.g. posterior distribution of MCMC sampling data

    Jupyter Notebook 1

  5. trend_thief trend_thief Public

    Code to extract trend line from a graph

    Jupyter Notebook 1

  6. wrangling-lecture wrangling-lecture Public

    A lecture on introductory data wrangling for my 3rd year Physics and Space Sciene students.

    Jupyter Notebook