Resources

These are resources from the class.

Slides

Note: Slides are provided under Creative Commons 4.0 Share-Alike. You are encouraged to make comments on the slides so that they can be improved.

  • Block 1: Scoping and EDA Slides
  • Block 2: Modelling Slides
  • Block 3: Visualisation Slides
  • Block 4: Putting It All Together Slides

Block 1: Scoping and EDA

  • Data Science for Social Good: Hitchhikers Guide - Data Exploration URL
  • Ideas for Data Science Project Scoping URL
  • Sample Sell Phone EDA Notebooks URL

Block 2: Modelling

  • DSSG Hitchhiker’s Guide - Programming Best Practices URL
  • DC-Check: Data-Centric AI Checklist URL
  • Ten Simple Rules for Reproducible Computational Research URL
  • CRediT Author Statement URL
  • Introduction to Git (Microsoft Learn) URL
  • VS Code + Jupyter Notebooks URL

Block 3: Visualisation and Deployment

Plotting Libraries (Python)

  • Matplotlib Gallery URL
  • Seaborn Examples URL
  • Plotly Python URL
  • Bokeh URL

Deployment Frameworks

Online Tools

  • Visual Vocabulary (FT) URL
  • Flourish URL
  • DataWrapper URL
  • Google Data Studio URL

Block 4: Putting It All Together

Model Documentation

  • Model Cards for Model Reporting Paper Examples
  • Model Cards Writing Tool (Hugging Face) URL
  • Model Card Toolkit URL

Dataset Documentation

  • Datasheets for Datasets Template URL
  • Dataset Sustainability ML Toolkit URL

PCS Framework

  • Veridical Data Science (Video) URL

Video

  • Lessons learned from practicing and teaching data science in Latin America - John Alexis Guerra Gómez URL
  • Git & GitHub Crash Course For Beginners URL

Presentations/Readings from other Researchers

  • “How to do good research, get it published in SIGKDD and get it cited!”, Eamonn Keogh, SIGKDD 2009 Tutorial. URL
  • Heuristics for Scientific Writing (a Machine Learning Perspective) - Zachary C. Lipton URL

Tech Resources

  • Github Student Pack URL
  • Cookie Cutter Data Science URL
  • Google Colab URL
  • Python examples for The Art of Data Science URL

Other courses

  • The Missing Semester of Your CS Education URL