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Gonza Ferreiro Volpi's Projects

artificio icon artificio

Deep Learning Computer Vision Algorithms for Real-World Use

atom icon atom

:atom: The hackable text editor

basic_skills_with_python icon basic_skills_with_python

First project ever done with Python about data structures, functions and some statistics/probability to describe and refine a Pokemon gameplay.

dealing_with_class_imbalance icon dealing_with_class_imbalance

In this repository you'll find a theoretical introduction to the problem of class imbalance, as well as a notebook with examples about how to use some of the algorithms mentioned in the theoretical guide.

from_job_posts_to_salaries_classification icon from_job_posts_to_salaries_classification

For this project I explored different machine learning classification models to predict four salary categories for Data Science job posts using publications from Indeed.co.uk. The goal was to obtain an accuracy of 0.8 or higher on both the train and test group, which implies predicting correctly at least 80% of the total population.

market_value_football_players icon market_value_football_players

Final project of my immersive course in Data Science at General Assembly. It consisted of a lot of Web Scraping + several regression techniques to predict current value of football players. Conclusions inside.

networks_analysis_plus_recommendations_system icon networks_analysis_plus_recommendations_system

This project explores the classic MovieLens dataset, first from a networks perspective, analyzing the relationship between users and movies. Later, in the main part of the project, we built and evaluate several Recommendations Systems.

nlp_with_20newsgroups icon nlp_with_20newsgroups

In this brief project we're gonna explore a few NLP tools using a Sklearn dataset and the following modelling techniques: bag of words, Hashing and TF-IDF vectorizer.

predicting_house_prices_with_ames_dataset icon predicting_house_prices_with_ames_dataset

This projected aimed to estimate the sale price of properties based on their "fixed" characteristics, such as neighborhood, lot size, number of stories, etc. In second place, I tried to estimate the value of possible changes and renovations to properties from the variation in sale price not explained by the fixed characteristics. The goal was to estimate the potential return on investment when making specific improvements to properties. This project uses the Ames housing data recently made available on Kaggle.

ses_uruguay icon ses_uruguay

This repository and notebook try to analyze the Socioeconomic Status in Uruguay bases on data from a national survey

several_things icon several_things

This is my repository to save ideas, bunches of code, things I don't wanna lose, etc.

simple_web_scraper icon simple_web_scraper

Simple web scraper using a little bit of regex to obtain a list of books and authors

spark_theoretical_practical_application icon spark_theoretical_practical_application

In this repository I'll be exploring in deep three labs from my Immersive Course in Data Science about Spark including some basic map reduce and SQL-Spark operations, as well as a bit of modelling through Spark

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