Fundamentals of Data Science:

Homeworks and final project for the Fundamentals of Data Science course, winter semester 2022/2023,
at Sapienza University of Rome.

Contents:

FDS_HomeWork_1: Computer Vision :

Image Filtering,   Edge Detection,   Object Identification,   Performance Evaluation

FDS_HomeWork_2: Classification :

Logistic Regression and Gradient Ascent,
Logistic Regression with non linear boundaries,
Multinomial Classification,
Transfer Learning on CIFAR-10

Final Project: Stellar Classification:

some exploratory Data-Analysis and Features Engineering.
Classifiers: Multinomial Logistic Regression (MLR) and K-Nearest Neighbours (KNN)
Dataset : get it from Kaggle

Group members:

• Sara Cammarota: 1869943,
• Gianmarco Fiorenza: 2086296,
• Mattia Girolami: 2076424,
• Luca Mazzucco: 1997610,
• Ilaria Petrucci: 1732987,