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11 sheets74 pages11 cataloguesfree to read · PDF with a free account

Cheat sheets: which one, and what it hides

Each sheet answers one question for one area of the site: the family side by side, the pairs people confuse, one real run where they disagree. Every name opens its full, sourced page.

Evaluation 3 sheets

Classification metrics
Which metric, and what does it hide?
10 pages · 8 compared · prints on 2 A4 pages
Regression metrics and losses
Which error, in which units?
7 pages · 7 compared · prints on 2 A4 pages
Validation and generalisation
Which split, and what leaks?
8 pages · 7 compared · prints on 2 A4 pages

Models & data 3 sheets

Linear models
Which penalty, or none?
8 pages · 7 compared · prints on 2 A4 pages
Missing data and outliers
Gaps and odd values, drop or fill?
4 pages · 5 compared · prints on 2 A4 pages
Tree ensembles
Bag or boost?
5 pages · 5 compared · prints on 2 A4 pages

Statistics & maths 1 sheet

Statistical testing
What does p say, and how many tests?
6 pages · 5 compared · prints on 2 A4 pages

Deep learning 4 sheets

Activation functions
Which activation, and where?
6 pages · 5 compared · prints on 2 A4 pages
NLP tasks
Which NLP task, and scored how?
8 pages · 7 compared · prints on 2 A4 pages
Optimizers
Which optimiser, which learning rate?
7 pages · 6 compared · prints on 2 A4 pages
Vision tasks
Which vision task, and scored how?
7 pages · 6 compared · prints on 2 A4 pages