Subject

SUB-0103-02Machine Learning

active

Algorithms and theory for learning from data, including supervised and unsupervised methods.

Canonical ID: urn:taxonomy:cip-aligned:subject:0103-02

Also known as: ML, Statistical Learning

MLsupervisedunsuperviseddeep learning

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Courses

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CRS-0103-02-001

activeintroductory

Introduces supervised learning, regression, classification, and model evaluation.

CRS-0103-02-002

activeintroductory

Covers unsupervised learning, dimensionality reduction, clustering, and ensemble methods.

CRS-0103-02-003

activeintermediate

Examines neural networks, deep learning basics, and advanced model selection.

CRS-0103-02-004

activeintermediate

Applies ML to domains such as vision, language, health, and finance.

CRS-0103-02-005

activeadvanced

Advanced ML including reinforcement learning, generative models, and representation learning.