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Hi there, I'm Luis 👋

I'm an mechanical engineer transitioning to the data science industry. I'm passionate about leveraging data to create valuable insights and solve real-world problems for businesses.

Projects

Here are some of the projects I'm currently working on:

  • Forecasting Food Retailer: developed a multi-step forecasting LightGBM model to predict sales of 10 food products in 2 different stores using recursive forecasting with a mean average error of 5 daily selling units.

  • End-to-End Machine Learning App: created a weather forecasting app using my own Raspberry Pi and a microcontroller to predict the room temperature at home with an error of 5% using XGBoost.

  • British Airways experience: identified top 5 reasons for customer dissatisfaction using NLP from actual reviews and built a classification tree-based ML model that helped identify the 5 most important factors when booking a flight.

  • Retail market analysis: analysed Madrid neighborhoods using Airbnb data, identified 11 key areas for maximising renting revenue.

  • Solar power plant generation analysis: developed root cause analysis for equipment failures, resulting in the implementation of preventive measures that reduced future failures by 30%.

Skills

  • Python: Pandas, NumPy, Scikit-learn, Matplotlib, Seaborn
  • Data Visualization: Tableau
  • Machine Learning: Regression, Classification, Forecasting
  • Deep Learning: Neural Networks, Tensorflow, Pytorch
  • Database Management: SQL
  • Statistical analysis: Design of Experiments, Statistical Hypothesis Testing

Contact

If you're interested in collaborating on a project or just want to say hi, feel free to reach out to me!

Thanks for stopping by!

Luis Castrillo's Projects

awesome-conformal-prediction icon awesome-conformal-prediction

A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.

data-science-british-airways icon data-science-british-airways

Data science project as part of the British Airways data science virtual programme, where it is required to analyse customer satisfaction and build predictive models.

islr-python icon islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

open-meteo icon open-meteo

Free Weather Forecast API for non-commercial use

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