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exploratory-data-analysis

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Análisis exploratorio de datos (EDA) de los alquileres Airbnb de Madrid. Se construyen varios modelos para predecir el precio, registrandolos con MLflow, y se crean dos imágenes de Docker (una con FastAPI y otra con Streamlit). Al final, se despliegan las dos imágenes con dos contenedores en un cluster de Kubernetes, exponiéndolos como un servicio.

  • Updated May 9, 2024
  • Jupyter Notebook

Built a predictive machine learning model using a Streamlit application to predict weekly sales. Model achieved 97.4% accuracy and analyzed trends, patterns, and data insights using EDA. Compared various features and identified key contributors with a significant impact on prices.

  • Updated May 9, 2024
  • Jupyter Notebook

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