Executive Development Programme in Math for Data-Informed Decisions
-- ViewingNowThe Executive Development Programme in Math for Data-Informed Decisions certificate course is a powerful learning opportunity for professionals seeking to advance their careers. This programme focuses on enhancing mathematical skills crucial for data analysis, enabling learners to make informed, data-driven decisions in their respective industries.
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โข Descriptive Statistics: Measures of central tendency, variability, and distribution shape; data visualization using histograms, box plots, and density plots.
โข Inferential Statistics: Confidence intervals, hypothesis testing, and p-values; t-tests, chi-square tests, and ANOVA.
โข Probability Theory: Conditional probability, Bayes' theorem, and joint probability distributions; discrete and continuous random variables.
โข Linear Algebra: Vectors, matrices, and vector spaces; matrix operations, determinants, and inverses.
โข Regression Analysis: Simple and multiple linear regression; regression assumptions, diagnostics, and model selection.
โข Logistic Regression: Binary and multinomial logistic regression; odds ratios and logit functions.
โข Time Series Analysis: Autoregressive (AR), moving average (MA), and autoregressive moving average (ARMA) models; time series forecasting.
โข Data Clustering: K-means, hierarchical, and density-based clustering; cluster evaluation and selection.
โข Principal Component Analysis (PCA): Data reduction and feature extraction; PCA assumptions, applications, and limitations.
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- BasicUnderstandingSubject
- ProficiencyEnglish
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- BasicComputerSkills
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- ThreeFourHoursPerWeek
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