This Ridge-Regression Model was created as part of a coursework project in 2023 to predict the ageing population of Singapore using https://www.singstat.gov.sg/find-data/search-by-theme/population/population-and-population-structure/latest-data. In the process, we also coded this to learn more about Machine Learning in Python.
If you would like to try out the model for yourself: The data is already provided (based on 1980-2022 data) in the form of .csv file. Remember to install any necessary modules using pip install.