Deep Learning for Actuaries

This repository hosts the lecture materials for my "AI & Deep Learning for Actuaries" courses (coded ACTL3143 & ACTL5111) at UNSW. Go to the main website to view the generated website and slides.

To render these slides yourself, you'll need Quarto and Python (e.g. the Anaconda installation, or similar).

Firstly, create a Python environment with all the packages from scripts/requirements.in installed. E.g. with conda you can run:

conda create -n ai python=3.11
conda activate ai
pip install -r scripts/requirements.in

Also, in the command-line cd to the main directory and run:

quarto install extension andrie/reveal-auto-agenda

This is to automatically generate the `agenda' slides inside the reveal.js slides (cf. that extension's docs).

Other dependences include having GraphViz installed.

To generate the entire website and slides for the whole project, just run

quarto render

or more targeted versions for specific lectures, like

quarto render Lecture-1-Artificial-Intelligence/artificial-intelligence.qmd