Certificate in Statistical Modeling with R
-- ViewingNowThe Certificate in Statistical Modeling with R is a comprehensive course designed to equip learners with the essential skills needed to excel in statistical modeling using R, a powerful and popular programming language. This course is of utmost importance for those looking to advance their careers in data analysis, machine learning, and artificial intelligence.
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โข Introduction to R Programming: Data Types, Variables, Operators, Control Structures, Functions, Packages
โข Data Manipulation with R: Importing, Exporting, Cleaning, Transforming Data, Subsetting, Data Wrangling
โข Exploratory Data Analysis in R: Summary Statistics, Data Visualization, Data Distribution, Correlation Analysis
โข Probability Theory and Statistical Inference: Probability Distributions, Hypothesis Testing, Confidence Intervals
โข Regression Analysis with R: Simple and Multiple Linear Regression, Logistic Regression, Model Selection, Model Evaluation
โข Generalized Linear Models: Poisson Regression, Negative Binomial Regression, Proportional Hazards Models
โข Time Series Analysis with R: Autoregressive, Moving Average, ARIMA Models, Seasonal Adjustment, Forecasting
โข Multivariate Analysis with R: Principal Component Analysis, Factor Analysis, Discriminant Analysis, Cluster Analysis
โข Machine Learning with R: Supervised and Unsupervised Learning, Model Training, Model Evaluation, Cross-Validation
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- BasicUnderstandingSubject
- ProficiencyEnglish
- ComputerInternetAccess
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- ThreeFourHoursPerWeek
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