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Machine Learning for Data Science

Diploma in Data science

Explore Machine Learning for Data Science as part of Diploma in Data science. Read the syllabus and available chapters online.

Academic programmeDiploma in Data science

LevelDiploma

Reading sections16

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Machine Learning for Data ScienceSyllabus

Foundations Of Machine Learning And Data ScienceChapter 1

Mathematical And Statistical FoundationsChapter 2

Machine Learning Lifecycle And Problem FramingChapter 3

Data Preparation And Feature EngineeringChapter 4

Regression ModelsChapter 5

Classification ModelsChapter 6

Model Evaluation Validation And TuningChapter 7

Ensemble LearningChapter 8

Clustering And Unsupervised LearningChapter 9

Dimensionality Reduction And Anomaly DetectionChapter 10

Applied Machine Learning For Complex DataChapter 11

Neural Networks And Contemporary AiChapter 12

Explainable Ethical And Responsible Machine LearningChapter 13

Deployment Mlops And Model GovernanceChapter 14

Machine Learning Strategy And Future DevelopmentsChapter 15