Reference Links

Adding links I run into that I think can be helpful later in the journey

AI Safety

1. Neel Nanda's Glossary

Math

1. StatQuest with Josh Starmer; see StatQuest Statistics Lessons

2. Resources Section from CSCI-467 Introduction to Machine Learning

   • I took this class in Fall 2024 with Prof. Jieyu Zhao with the course designed and resources compiled by Prof. Robin Jia. Big thanks to both of them for their guidance!

Math Concepts

• Probability and Statistics
  • Probability Distributions [StatQuest Video]
  • Normal Distributions [StatQuest Video]
  • Mean, Variance, Std Deviation [StatQuest Video]
  • Mathematical Models [StatQuest Video]
  • Covariance [StatQuest Video]
  • Conditional Probabilities [StatQuest Video]
  • Bayes Theorem [StatQuest Video]
  • Expected Value
    • Discrete [StatQuest Video]
    • Continuous [StatQuest Video]
  • Central Limit Theorem [StatQuest Video]

Interesting Papers

• Evaluating honesty and lie detection techniques on a diverse suite of dishonest models