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Machine learning projects

Some of the projects created to learn the foundations of machine learning.
Will work with minimum requirements Python 3.9.16 | Matplotlib 3.6.2 | Numpy 1.23.5 | Pandas 1.5.2 | Scikit-learn 1.2.0 | Seaborn 0.12.2

Built with

  • Python
  • Visual Studio Code Jupyter Notebook
  • Matplotlib NumPy Pandas scikit-learn

❄ Daily minimum temperature

Analysing the trend of temperatures in Melbourne and predicting one year into the future. Months trend One year prediction

🏡 Housing

Starting from housing data of the Seattle and King County, WA area between May 2014 and 2015, and creating a linear regression model to generate a house price according to parameters such as a sq ft, number of bathrooms, view, etc. Bathrooms to price Sq ft to price

🚢 Titanic

Building a model to 'predict' who was more likely to survive the Titanic Confusion matrix ROC

🌍 World happiness

Investigating the relationship between happiness and other factors around the world, including a prediction of what would happen to human happiness if life expectancy increased. Correlation heatmap Life expectancy to happiness

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