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Welcome to GitHub!

I'm Hugo Souto, a former long-distance triathlete committed to bringing focus and discipline to data science and machine learning.

Expertise

  • 🔎10+ years in fraud analysis and detection in public procurement
  • 💡MBA in Business Innovation at UFCG/PaqTcPB
  • 🎓MSc in Information Sciences at UFPB with research in the irregular use of bidding bots in public procurement
  • 🎯5+ years as a Data Scientist at ComprasGov, the official procurement system of the Federal Government of Brazil
  • 🤖Product Owner of 2 AI projects for the Federal Government of Brazil

Specializations

Languages, Databases & Clouds

  • Python
  • SQL
  • PostgreSQL
  • Microsoft SQL
  • Microsoft Azure AI
  • Databricks Azure

Data Science

  • Jupyter Notebook
  • Pandas
  • Numpy
  • Matplotlib
  • Seaborn

Machine Learning Frameworks

  • Scikit-Learn
  • TensorFlow
  • PyTorch
  • Keras
  • MLflow

Data Engineering, Prototyping & ML Engineering

  • Airflow
  • Docker
  • Streamlit

Data Vizualization & Analytics

  • Google Looker
  • Qlik Sense
  • Power BI
  • Tableau

Tools

  • VS Code
  • GitHub

Hugo Souto's Projects

analise-de-precos-covid-19 icon analise-de-precos-covid-19

Análise dos efeitos da pandemia do COVID-19 nos preços dos produtos mais comprados no Comprasnet para o enfrentamento da crise.

azure-comprasgov-poc-desert-item icon azure-comprasgov-poc-desert-item

Transformations and preprocessing of data to run Azure AutoML on evaluating machine learning models to predict whether a bidding item registered in purchases from ComprasGov systems will not have interested suppliers.

comprasgov-daas-sql-queries icon comprasgov-daas-sql-queries

This repository is intended to store and share useful SQL queries for the ComprasGov systems' databases on SERPRO's DaaS.

comprasgov-poc-item-deserto icon comprasgov-poc-item-deserto

ETL and preprocessing of data to evaluate the possibilities of creating a machine learning models to predict whether a bidding item registered in purchases from ComprasGov systems will not have interested suppliers.

comprasnet-extracao-lances-sp-rj icon comprasnet-extracao-lances-sp-rj

Extraction, cleaning and analysis of data available on ComprasFov (formerly Comprasnet), for better transparency and control of bidding processes in the municipalities of São Paulo and Rio de Janeiro.

coursera-math-for-ml-and-ds-specialization icon coursera-math-for-ml-and-ds-specialization

An extensive collection of notebooks, code samples, and exercises focused on mastering the Mathematics for Machine Learning and Data Science Specialization on Coursera by DeepLearning.AI.

enem-studies icon enem-studies

Repository of useful resources for studying for the Brazilian National High School Examination (Enem, in pt-br).

hackerrank-challenges icon hackerrank-challenges

This repository provides solutions for various challenges in the domains of Algorithms, Artificial Intelligence, Data Structures, Mathematics, and Python programming language from the HackerRank platform.

ml-basics icon ml-basics

Exercise notebooks for Machine Learning modules on Microsoft Learn

pyrs icon pyrs

Python to Rust transpiler

python-snippets icon python-snippets

This is my personal repository of Python snippets. Here, I share useful pieces of code that I have used or developed during my Python learning journey.

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