notebooks

Jupyter Notebooks 🪐 📔

A collection of Jupyter notebooks for various ML tasks.

Table of Contents

• Breast Cancer Classification
• Simulated Annealing
• Support Vector Machines
• Time for Crab 🦀

Datasets

Local copies of the following datasets have been saved in */datasets directories for reproducibility.

Export a Notebook

You will need to install the optional jupyter dependencies to export the notebooks.

From the project root, run:

pip install -e .[jupyter]

Export to HTML

To export the notebooks to HTML, use the following commands:

jupyter nbconvert --to html --embed-images notebooks/time_for_crab/0-eda/eda.ipynb
jupyter nbconvert --to html --embed-images notebooks/time_for_crab/0-eda/overfit.ipynb
jupyter nbconvert --to html --embed-images notebooks/time_for_crab/1-models/models.ipynb
jupyter nbconvert --to html --embed-images notebooks/time_for_crab/2-features/features.ipynb
jupyter nbconvert --to html --embed-images notebooks/time_for_crab/3-evaluation/evaluation.ipynb

Export to LaTeX

To export the notebooks to LaTeX or PDF, you'll need some additional packages:

• pandoc - install with pip install -e .[latex] from the project root.
• texlive - install for your OS using the instructions here.
  • TexLive focuses more on user security than MikTeX, hence the recommendation.
  • This takes a while to install, so be patient.

Then use the following commands to generate the LaTeX files:

jupyter nbconvert --to latex notebooks/time_for_crab/0-eda/eda.ipynb

Or to generate the PDF files:

jupyter nbconvert --to pdf notebooks/time_for_crab/0-eda/eda.ipynb