Computational Linear Algebra: PCA, Spectral Clustering, and SVD for NLP

This repository contains final projects for the Computational Linear Algebra for Large Scale Problems course at Politecnico di Torino.

Project Reports

The reports for each homework assignment are available in PDF format:

• HW1: PCA for Customer Analysis
• HW2: Spectral Clustering with Inverse Power Deflation
• HW3: SVD for NLP in Latent Semantic Analysis

Code

The corresponding implementation for each homework can be found in the respective folders:

• HW1: HW_PCA.ipynb
• HW2: HW2.m
• HW3: NLP.ipynb

Run these files to reproduce the results.