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Level 73 learning outcomes0 AI lessons

Learning Unit

Machine Learning

Part of Pathway Level 7 Diploma in Data Science. Study this unit through structured learning outcomes, sequenced lessons, and AI-supported academic guidance.

15
Credits
90
GLH
150
TQT
0
Lessons

Learning Outcomes

What learners will be able to demonstrate.

Outcome 1

Appraise classification methods including Naïve performance of classifiers. Bayes and the support vector machine algorithm.

Outcome 2

Apply decision tree and random forest 2.1 Use decision trees for classification and regression algorithms to classification and regression problems in comparison with classical methodologies. problems. 2.2 Analyse concepts of bootstrapping and bagging.

Outcome 3

Analyse Market Baskets and apply neural 3.1 Analyse transactions data for possible associations and networks to classification problems. derive baskets of associated products.

Assessment & Certificate

Complete the unit assessment.

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AI Lessons

Study in sequence, one lesson at a time.

AI lessons for this unit are being prepared.