Machine-Learning-Projects

Projects to practice applying machine learning models to a variety of problems.

Linear Models and Validation Metrics

Classification Problem

Dataset: spam from yellowbrick library

Source: https://www.scikit-yb.org/en/latest/api/datasets/spam.html

Regression Problem

Dataset: concrete from yellowbrick library

Source: https://www.scikit-yb.org/en/latest/api/datasets/concrete.html

Non-Linear Models and Validation Metrics

Classification Problem

Dataset: wine from UCI Machine Learning Repository.

Source: https://archive.ics.uci.edu/dataset/109/wine

Regression Problem

Dataset: concrete from yellowbrick library

Source: https://www.scikit-yb.org/en/latest/api/datasets/concrete.html

PCA and Clustering

Dataset: wheat kernel dataset from UCI Machine Learning Repository.

Source: https://doi.org/10.24432/C5NG8N.

Pipelines and Hyperparameter Tuning

Classification Problem

Dataset: mushroom from yellowbrick library

Source: https://www.scikit-yb.org/en/latest/api/datasets/mushroom.html