Bayesian programming

High school (ages 12+)
Science & Technology

Name:

Date:

Step 1 · Read the article

Open the article and read it at the level above. Then answer the questions below in your own words.

https://smallwhale.org/articles/bayesian-programming

Write what each word means, using the article.

Do not copy the article. Write two things you learned, the way you would explain them to a friend.

Answers below are taken from the article’s stored facts, so they match what the student read.

1. What is the formalism?An algebraic framework for specifying probabilistic models and graphical representations
2. What is the expressive power?Equivalent to probabilistic factor graphs, generalizing Bayesian networks and other models
3. How does Bayesian programming help computers think?It lets computers keep track of how sure they are about each idea and update those guesses when new clues appear.
4. Why do scientists use Bayesian programming?Because it helps them predict things in science, engineering, money, and robots, even when they don't know everything.

Probabilistic inference: The process of deducing unknown probabilities from known ones using a probabilistic model.
Algebraic formalism: A system of rules and symbols used to describe mathematical structures and operations.
Probabilistic factor graphs: A type of graphical model that represents the factorization of a probability distribution.