Global Certificate in Statistical Analysis: High-Performance Techniques
-- ViewingNowThe Global Certificate in Statistical Analysis: High-Performance Techniques is a comprehensive course designed to equip learners with advanced statistical analysis skills. This certification is crucial in today's data-driven world, where businesses rely heavily on statistical analysis to make informed decisions.
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โข Statistical Foundations: Descriptive Statistics, Inferential Statistics, Probability Theory, Distribution Types
โข Data Preprocessing: Data Cleaning, Data Transformation, Missing Data Imputation, Outlier Detection
โข Exploratory Data Analysis (EDA): Data Visualization, Univariate and Multivariate Analysis, Dimensionality Reduction
โข Regression Analysis: Simple Linear Regression, Multiple Linear Regression, Logistic Regression, Regularization Techniques
โข Generalized Linear Models (GLMs): Overview, Poisson Regression, Negative Binomial Regression
โข Time Series Analysis: Autoregressive (AR), Moving Average (MA), ARIMA Models, Seasonality, Decomposition
โข Machine Learning Techniques: Supervised Learning, Unsupervised Learning, Model Evaluation, Model Selection
โข Big Data Analysis: Distributed Computing, Scalable Algorithms, Hadoop and Spark for Statistical Analysis
โข Statistical Software Tools: R, Python, SAS, STATA, Julia
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