Global Certificate in Model Analysis
-- ViewingNowThe Global Certificate in Model Analysis is a comprehensive course that equips learners with essential skills for career advancement in the data analysis field. This course is crucial in today's data-driven world, where businesses rely heavily on data analysis to make informed decisions.
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โข Introduction to Model Analysis: Defining model analysis, its importance, and applications.
โข Data Preparation: Data cleaning, preprocessing, and formatting for model analysis.
โข Exploratory Data Analysis: Summarizing and visualizing data to discover patterns, trends, and outliers.
โข Statistical Analysis: Descriptive and inferential statistics, probability distributions, and hypothesis testing.
โข Machine Learning Basics: Overview of supervised, unsupervised, and reinforcement learning, model performance metrics.
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and regression diagnostics.
โข Classification Techniques: Decision trees, random forests, support vector machines, and ensemble methods.
โข Dimensionality Reduction: Principal component analysis, singular value decomposition, and feature selection.
โข Model Evaluation: Cross-validation, resampling methods, and model selection techniques.
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