Skip to content

oriolventur/assignment-3-cross-validation

Folders and files

NameName
Last commit message
Last commit date

Latest commit

Β 

History

3 Commits
Β 
Β 
Β 
Β 

Repository files navigation

Assignment 3 - Cross-Validation and Grid Search

This repository contains the third assignment for the Artificial Intelligence 1 course during my Business Analytics master's program.

πŸ“Š Objective

  • Generate a synthetic dataset using a spiral pattern (make_spirals).
  • Split the data into training and testing sets.
  • Implement 5-fold stratified cross-validation to assess model performance.
  • Perform grid search for hyperparameter tuning (gamma parameter in SVM).
  • Visualize model decision boundaries and performance metrics.

πŸ“ Contents

  • A3_Grid Search.ipynb: Jupyter Notebook with the complete workflow for cross-validation and grid search.

βš™οΈ Technologies

  • Python
  • scikit-learn
  • pandas
  • matplotlib
  • plotly

πŸš€ How to Run

Open A3_Grid Search.ipynb in Jupyter Notebook or VSCode and execute the cells in order.

About

No description or website provided.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published