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Foundation of Data Science
Post Graduate Diploma in Data Science
Explore Foundation of Data Science as part of Post Graduate Diploma in Data Science. Read the syllabus and available chapters online.
Academic programmePost Graduate Diploma in Data Science
LevelPost Graduate
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01
Foundation of Data ScienceSyllabus
02Data Science Foundations And Professional ContextChapter 1
03Data Science Life Cycle And Problem FormulationChapter 2
04Mathematical Foundations For Data ScienceChapter 3
05Probability And Statistical ReasoningChapter 4
06Programming And Computational ThinkingChapter 5
07Data Sources Acquisition And ManagementChapter 6
08Data Preparation And Feature EngineeringChapter 7
09Exploratory Data Analysis And VisualizationChapter 8
10Experimental Design And Causal ReasoningChapter 9
11Foundations Of Machine LearningChapter 10
12Model Evaluation Interpretation And Decision AnalyticsChapter 11
13Data Engineering Cloud And Scalable AnalyticsChapter 12
14Responsible Data Science Ethics And GovernanceChapter 13
15Operationalization Strategy And Emerging Data ScienceChapter 14