Data Science Projects

Repository containing data science projects completed by me for academic, self learning, and hobby purposes.

Note: Data used in the projects (accessed under Datasets) is for demonstration purposes only.

Contents

• Computer Vision

  • Cheating on a Jigsaw Puzzle: Using various computer vision methods and the OpenCV library to match puzzle pieces with a canvas.

  Tools: OpenCV, Pandas, Matplotlib

• Machine Learning

  • Using ML to Predict Video Game Player Strength
  • Preprocessing Pipelines: Cleaning a diabetes dataset
  • Regression: Predicting life expectancy based on demographic data
  • Classification: Predicting congress party based on voting record
  • Fine Tuning a Model: Improving model quality for predicting diabetes

  Tools: Tableau, scikit-learn, Pandas, Seaborn, Matplotlib

• Data Analysis and Visualisation

  • Python

    • Bokeh Library and Gapminder Visualization: An introduction to the Bokeh library for creating interactive visuals. Tools: Bokeh, data cleaning via Pandas

    • Analysis of Changing Finch Dimensions: Detailed analysis of Finch beaks over 40 years

  • R
    • Storm Data Analysis: An analysis of NOAA storm data for events which cause the greatest impact by health effects and by economic loss.