/Advanced_Statistical_Inference

Labs for the ASI course at Eurecom

Primary LanguageJupyter Notebook

ASI

Jupyter Notebooks for the labs of Advanced Statistical Inference at Eurecom.

Lab 1:

- Loss Minimization
- Bayesian Linear Regression
- Bayesian inference for a coin tossing experiment

Lab 2:

- Bayesian Logistic Regression - Metropolis-Hastings

Lab 3:

- Gaussian Process Regression

Lab 4:

- Clustering

Lab 5:

- Feature Selection
- PCA

Assessed Exercise:

- Naïve Bayes classifier on MNIST and CIFAR10
- Bayesian Linear Regression on MNIST and CIFAR10