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Data Science Fundamentals

Advance Diploma in Data Science

Explore Data Science Fundamentals as part of Advance Diploma in Data Science. Read the syllabus and available chapters online.

Academic programmeAdvance Diploma in Data Science

LevelAdvance Diploma

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Data Science FundamentalsSyllabus

Foundations And Landscape Of Data ScienceChapter 1

Mathematical And Statistical FoundationsChapter 2

Programming And Analytical ToolingChapter 3

Problem Framing And The Data Science LifecycleChapter 4

Data Acquisition Types And ManagementChapter 5

Data Cleaning Integration And PreparationChapter 6

Exploratory Data Analysis And VisualizationChapter 7

Statistical Inference And ExperimentationChapter 8

Supervised Machine LearningChapter 9

Unsupervised Learning And Pattern DiscoveryChapter 10

Feature Engineering Model Evaluation And ExplainabilityChapter 11

Data Engineering Big Data And Cloud FoundationsChapter 12

Deployment Mlops And Professional PracticeChapter 13

Managerial Analytics And Digital TransformationChapter 14

Ethics Governance And Future Data ScienceChapter 15