Course taught during the Artificial Intelligence master's program, 1st Year, 1st Semester, 2021
University of Bucharest, Faculty of Mathematics and Computer Science
Professor: Marius Popescu
Laboratory: Marius Popescu
Exam: 50% Assignment 1 + 50% Assignment 2
Used as a topic modelling technique that can classify text in a document to a particular topic.
PyMC Implementation
Neural networks with the ability to quantify the uncertainty in their predictive output.
PyMC and Pyro Implementation
On the left, a standard neural network that has one weight for each of its connections, learned from the training set and used in generating a prediction for a test example. On the right, a Bayesian neural network has, instead, a posterior distribution for each weight.