Index

CLRS Index

Last edited: August 8, 2025

Exploring CLRS.

2

Computer Systems Index

Last edited: August 8, 2025

Notes on CS 107, C, MIPS, and computational systems.

Lectures

Worksheets

CS Probability Index

Last edited: August 8, 2025

What random variable should I use?

Unit 1

core probability, axiom of probability, counting, combination, permutation, DeMorgan’s Law.

Unit 2

random variables

Unit 3

inference, General Inference

Unit 4

Beta Distribution, central limit theorem, bootstrapping

Unit 5

Apredezahe de machinas: Naive Bayes, logistic regression, deep learning

Notes

Decision Making Index

Last edited: August 8, 2025

Lecture notes taking during CS238, decision making. Stanford Intelligence Systems Laboratory (SISL: planning and validation of intelligent systems).

Big Ideas

Themes

  1. There’s a principled mathematical framework for defining rational behavior
  2. There are computational techniques that could lead to better, and perhaps counter-intuitive decisions
  3. Successful application depends on your choice of representation and approximation
    • you typically can’t solve mathematical models exactly
    • so, we have to rely on good models of approximations
  4. The same computational approaches can be applied to different application domains
    • the same set of abstractions can be carried through life
    • send Mykel a note about how these topics about where this stuff is applied

These algorithms drive high quality decisions on a tight timeline. You can’t fuck up: people die.

Differential Equations

Last edited: August 8, 2025

A Differential Equation is a function-valued algebreic equation whose unknown is an entire function \(y(x)\), where the equation involves a combination of derivatives $y(x), y’(x), …$.

See Differential Equations Index

and Uniqueness and Existance