Machine Learning LAB

MSc laboratory experiences at UNIPD

Lab 0 - Learning the Mean of a Normal Distribution

Notebook link: Lab0_StefanoIvancich_1227846
Content:

• Generate data from a Gaussian distribution.
• Estimate a confidence interval (CI) for the data we have.
• Then we are going to run the experiment 100 times and see how many times our confidence interval contains the true value of the parameter.
• Finally, we are going to see how the estimate of the mean and the CI change as we get more and more data.

Homework 1 - Regression and Classification

Notebook 1 link: LC_StefanoIvancich_1227846
Content: Classification on Wine Dataset

Homework 2 - Linear Regression and SVM for Classification

Notebook 2 link: SVM_StefanoIvancich_1227846
Content: SVM vs Logistic Regression on MNIST

Homework 3 - Neural Networks and Clustering

Notebook link: NN_StefanoIvancich_1227846
Content:

• Neural Networks for Classification
• Clustering with K-means