Certificate in Data Analysis for AAC
-- ViewingNowThe Certificate in Data Analysis is a comprehensive course designed to equip learners with essential data analysis skills in high demand across industries. This program, offered by AAC, covers key concepts including data cleaning, visualization, and statistical modeling.
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โข Introduction to Data Analysis: Basic concepts, importance, and applications of data analysis.
โข Data Collection Methods: Surveys, experiments, observational studies, and secondary data sources.
โข Data Preprocessing: Data cleaning, data transformation, and data reduction techniques.
โข Descriptive Statistics: Measures of central tendency, measures of dispersion, and probability distributions.
โข Inferential Statistics: Hypothesis testing, confidence intervals, and statistical significance.
โข Data Visualization: Chart types, visualization tools, and best practices for creating effective visualizations.
โข Regression Analysis: Simple and multiple linear regression, regression assumptions, and model diagnostics.
โข Machine Learning: Supervised and unsupervised learning, model evaluation, and feature selection.
โข Data Analysis Tools: Microsoft Excel, R, Python, and SQL.
โข Data Analysis Best Practices: Ethics, data privacy, and data security.
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