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Giorgio Avalle's Projects

apartments_saleprices icon apartments_saleprices

This Python Notebook was developed for a challenge: whose model is the most performant in predicting apartments' sale prices?

flights-dataset icon flights-dataset

Analysis of a dataset of flights, using the SparkSQL framework and extra web scraping techniques

ltd-opt icon ltd-opt

Solve the Logical Topology Design problem following a Greedy approach (optimizing the number of edges that need to be created)

machine-learning-demos icon machine-learning-demos

Two Python notebooks in which Stochastic Gradient Descent and K-means algorithms are run over the Spark framework

naive-bayes icon naive-bayes

Implementing the Naive Bayes to perform classification over MNIST and CIFAR-10 datasets. Results are compared with Bayesian Linear regression and LeNet5 architecture

nn-demo icon nn-demo

A simple demo in which a Neural Network is trained to recognize hand-written digits

p2p-sim icon p2p-sim

Simulate a P2P file exchange Cloud environment in Python, using the simpy library

pacman-project icon pacman-project

This is a version of the PacMan videogame, entirely realized in VHDL as a final project for the course of Computer Architecture (Politecnico of Turin, a.y. 2014-2015)

pyqueue icon pyqueue

A (multi-)queue system simulator, realized in Python using the simpy library

songs-recommender icon songs-recommender

Recommendation System written in Python, using the pySpark framework and other Data Science libraries

stocks-risk-analysis icon stocks-risk-analysis

Perform the financial risk analysis on a stocks portfolio, through Monte Carlo Simulation

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