Certificate in Statistical Data Analysis for Science Professionals
-- ViewingNowThe Certificate in Statistical Data Analysis for Science Professionals is a comprehensive course designed to equip learners with critical data analysis skills essential in today's data-driven world. This course emphasizes the importance of statistical methods in decision-making processes across various scientific disciplines.
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โข Descriptive Statistics: Measures of central tendency, dispersion, and shape; data visualization using graphs and charts.
โข Probability Theory: Concepts of probability, conditional probability, and independence; probability distributions.
โข Inferential Statistics: Hypothesis testing, confidence intervals, and p-values.
โข Regression Analysis: Simple and multiple linear regression; model selection and validation.
โข Analysis of Variance (ANOVA): One-way and two-way ANOVA; factorial designs.
โข Design of Experiments: Randomization, replication, blocking, and factorial designs.
โข Multivariate Analysis: Principal component analysis, factor analysis, and cluster analysis.
โข Time Series Analysis: ARIMA models, exponential smoothing, and forecasting.
โข Data Mining Techniques: Decision trees, random forests, and support vector machines.
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