EVL readings

ISLP selected readings

Dive deeper in the content we’ll be covering. These articles can be quite math-heavy. If anything is unclear, don’t hesitate to reach out to your instructor. Aim to grasp the big-picture ideas so you can explain each topic to a non-technical audience.

• Intro to ML section 2.1
  
• Model Accuracy section 2.2
  
• Cross-validation section 5.1
  
• Bootstrap section 5.2
  

Related articles

• Accountable algorithms describes principles for investigating algorithms and holding them accountable.
  

• Algorithm guidance expands off of the accountable algorithms article to show some real-world examples. This is a bit long, so skim as needed. Pay attention to the real-world examples.