andrea-gasparini / machine-learning-homeworks

Homeworks of the Machine Learning course (A.Y. 2020-2021) @ Sapienza University of Rome

Machine Learning homeworks

This repository contains the two homeworks developed in the A.Y. 2020-2021 for the Machine Learning course @ Sapienza University of Rome.

Homework 1: Assembly Functions classification

In this homework, I provided a solution for the binary functions classification problem described in the seminar "Machine Learning and Security Research", using the data sets available in the links below.

• Dataset 1 (with duplicates)
• Dataset 2 (without duplicates)

Final score: 2/2

Homework 2: Images classification

In this homework, I provided a solution based on Convolutional Neural Networks for an image classification problem with objects typically available in a home environment. The dataset contains 8221 samples and it's based on a 8 classes subset of the RoboCup@Home-Objects dataset.

Final score: 2/2