Kernel-PCA

Tutorial for Kernel-PCA made for the course STAT3007/7007 @UQ.

Overview

Kernel-PCA extends traditional PCA for non-linear dimensionality reduction.

Installation

1. Install Poetry.
2. Clone the repo.
3. Install dependencies with Poetry.

    poetry install --no-root

Usage

1. Activate Poetry's virtual environment.

2. Run the notebook:

   • kernel_pca.ipynb: Basic examples and plotting of advantages and limitations.