Jake Barnabe's Personal Website
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About Me

I recently completed my Master’s of Data Science (MDS) at the University of British Columbia and am passionate about machine learning, statistical modelling, team building, and active living! I am a creative problem solver who is experienced building data pipelines, statistical models, and dashboards. I am skilled in Python and R, and have experience with SQL.

In my down time I enjoy travelling, sports, taking in local stand-up comedy shows, and exploring all that Vancouver has to offer!

Below are a few highlights from my educational journey, but for more details on my previous experiences check out my resume!


Education

Master’s of Data Science

University of British Columbia | Vancouver, BC

Capstone Project

Predicting Physical Performance - Vancouver Whitecaps FC
- Constructed a data pipeline using Python, R, and SQL that queries new data from Snowflake, preprocesses it, feeds it to a series of linear mixed-effects models to predict first-team player physical performance, and saves the predictions back to Snowflake as a new table.

Awards:
  • Audience Choice Award: Best Capstone Presentation
Key Courses:
  • Machine Learning
    • (Supervised & Unsupervised; Classification, Regression, Neural Networks, Language Modelling (NLP), Feature Selection, Time Series & Temporal Models, Deep Learning)
  • Statistics
    • (Predictive & Descriptive Statistical Inference, A/B Testing, Hypothesis Testing, Bayesian Statistics, Regression)
  • Relational Databases & Database Management
    • (PostgreSQL, NoSQL, MongoDB)
  • Data Visualization
    • (Python: Altair & matlplotlib, R: ggplot)
  • ML Ops & Software Development
    • (CI/CD, Containerization, Reproducibility, Data Science Workflows, Unit Testing, Automated Workflows)
  • Web & Cloud Computing
    • (AWS, Spark)
  • Data Structures & Algorithms
  • Data Privacy & Ethics

Bachelor of Arts (Applied Economics)

Queen’s University | Kingston, ON

Key Courses:
  • Statistics
  • Econometrics
  • Data Analytics
  • Python Programming

I am experienced with the following tools:

  • Python
  • R
  • SQL
  • GitHub
  • AWS
  • PySpark
  • Tensorflow
  • MongoDB
  • Snowflake
  • Plotly Dash
  • Quarto

If you would like to know more about me please reach out on LinkedIn or by sending me an email!