Chilepluto Update: A Clearer Deep Learning Reading Path

The Deep Learning series now has one article per topic. Four topics previously appeared twice on the homepage. Each older URL now redirects to the guide that remains in the series, so bookmarks still work.

Start with the foundations

1. Foundations of Deep Learning covers representations, optimisation and generalisation.
2. Core Neural Network Architectures compares MLPs, convolutional networks, recurrent networks and residual connections.
3. Training Deep Networks walks through training, regularisation and evaluation.
4. Embeddings and Sequence Models explains learned representations and how models handle ordered data.

The Deep Learning hub collects the series in one place.

Publishing schedule

The site is scheduled to rebuild on Mondays and Fridays at 9 a.m. Melbourne time. A rebuild can publish articles whose release date has arrived even when there is no new commit. If a scheduled job starts late, it can still build and deploy the site.