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Automated ML pipeline with Python, Docker, Luigi, SciKit-Learn and Pandas to predict wine quality ratings
pipecutter provides a few tools for luigi such that it works better with data science libraries and environments such as pandas, scikit-learn, and Jupyter notebooks.
Contiene la presentación del proyecto de datos realizado a propósito de la materia "Data Product Architecture": 1) Producto de datos funcional: Video de corrida final del producto de datos; 2) Presentación de "front"; 3) Entrega de documento final en repositorio; 4) Último commit del proyecto
This repository contains an ETL (Extract, Transform, Load) pipeline implemented using Luigi, a Python package for building data pipelines. The pipeline extracts data from a CSV file hosted on a GitHub repository, performs some cleaning and transformation steps, and then loads the data into a SQLite database table.
This repository is based on scraping data from a static website through Luigi. This was created to display my ability to utilize the Luigi pipeline to automatically collect data and other tasks.
Universal Luigi ETL pipeline. Validates data received from external sources. Extracts, transforms them and lands.
Pycon 2017- Creating ETL tasks with Luigi package