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Foundations Learning Classical AI Applied

Getting Started Recommended Reading Past papers Official CAIO site

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stage 04syllabus

Applied

Model evaluation, recommender systems, and the complete Colab workflow used in Round 2.

Continue learning Official site

modules0/3

problems0/41

04.01

Evaluation & Recommenders

The metrics and ranking numbers Round 1 still asks by hand.

0/27 problems

Model Evaluation

Syllabus domain seven: the confusion matrix, cross-validation, and building a validation split you can trust in 90 minutes.

Very frequent14 problems

Recommender Systems

Syllabus domain ten: collaborative filtering, matrix factorisation, and cold start.

Somewhat frequent13 problems

04.02

The Colab sitting

Ninety minutes, one notebook, one exported model.

0/14 problems

The 90-Minute Colab Round

Round 2 strategy: one dataset, one notebook, a model to export, and marks for code quality as well as performance.

Very frequent14 problems