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Statistics and Probability for Data Science
Post Graduate Diploma in Data Science
Explore Statistics and Probability for 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
Reading sections16
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01
Statistics and Probability for Data ScienceSyllabus
02Statistical Thinking Data And Exploratory AnalysisChapter 1
03Foundations Of ProbabilityChapter 2
04Random Variables And Probability DistributionsChapter 3
05Joint Distributions And DependenceChapter 4
06Sampling Theory And Asymptotic FoundationsChapter 5
07Statistical Estimation And UncertaintyChapter 6
08Hypothesis Testing And Statistical Decision MakingChapter 7
09Regression And Generalized Linear ModelsChapter 8
10Experimental Design Ab Testing And Causal InferenceChapter 9
11Nonparametric Robust And Resampling MethodsChapter 10
12Bayesian Statistics And Probabilistic ModellingChapter 11
13Multivariate Statistical AnalysisChapter 12
14Time Series And Forecasting AnalyticsChapter 13
15Statistical Learning And Model EvaluationChapter 14
16Responsible Statistical Practice Governance And Emerging TrendsChapter 15
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