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Probability and Statistics
Bachelors Program in AI & ML
Explore Probability and Statistics as part of Bachelors Program in AI & ML. Read the syllabus and available chapters online.
Academic programmeBachelors Program in AI & ML
LevelBachelor
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01
Probability and StatisticsSyllabus
02Statistical Thinking Data And MeasurementChapter 1
03Descriptive Statistics And Exploratory Data AnalysisChapter 2
04Foundations Of ProbabilityChapter 3
05Random Variables Expectation And MomentsChapter 4
06Probability Distributions And Statistical ModelsChapter 5
07Joint Distributions And Multivariate ProbabilityChapter 6
08Limit Theorems And Sampling DistributionsChapter 7
09Point Estimation And Confidence IntervalsChapter 8
10Hypothesis Testing And Statistical Decision MakingChapter 9
11Correlation Regression And Generalized Linear ModelsChapter 10
12Analysis Of Variance And Experimental DesignChapter 11
13Bayesian Statistics And Decision TheoryChapter 12
14Nonparametric Robust And Resampling MethodsChapter 13
15Time Dependent And Stochastic ModelsChapter 14
16Statistical Computing Responsible Analytics And Emerging PracticeChapter 15
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