Certificate in Statistical Analysis of Biological Data
-- ViewingNowThe Certificate in Statistical Analysis of Biological Data is a comprehensive course designed to equip learners with essential skills in statistical analysis of biological data. This program is crucial in today's data-driven world, where the ability to interpret and analyze complex biological data is in high demand.
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โข Introduction to Statistical Analysis: Basic concepts, types of data, data collection, data visualization
โข Data Exploration and Preprocessing: Data cleaning, missing data imputation, outlier detection
โข Descriptive Statistics: Measures of central tendency, dispersion, and association
โข Inferential Statistics: Hypothesis testing, confidence intervals, p-values
โข Probability Theory: Conditional probability, Bayes' theorem, probability distributions
โข Parametric and Non-parametric Tests: T-tests, ANOVA, Mann-Whitney U, Wilcoxon rank-sum
โข Linear Regression Analysis: Simple and multiple linear regression, model selection, residual analysis
โข Analysis of Variance (ANOVA): One-way and two-way ANOVA, factorial designs, post-hoc tests
โข Logistic Regression: Binary and multinomial logistic regression, odds ratios, model evaluation
โข Survival Analysis: Kaplan-Meier survival curves, Cox proportional hazards model, competing risks
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