-
Inference with Bayes' Theorem
-
Movie Recommendations
You decide to reward yourself by watching a movie. But which one? This is a question that clearly merits a full scientific investigation. You decide to perform Bayesian inference to determine which movie you should watch next.
-
-
Inference in Graphical Models
-
Robot Localization
Your pet robot is stuck on Mars somewhere on a grid of width 12 and height 8. You would like to figure out where your robot is over time so that you can rescue it.
python inference.py --load=test_missing.txt -
-
Learning Probabilistic Models
-
Naive Bayes Classi˝fication: Email Spam Detection
We are going to build a Naive Bayes classifier to detect spam.
-
Undirected Tree-Structured Graphical Model: Coconut Oil Price Movements
You really want coconut oil, but you don't know which of your four nearby markets to buy the coconut oil at. You decide to do a detailed study on how these four markets relate, beginning with how coconut oil prices change across these markets.
-