Professional Certificate in Data Predictive Analysis
-- ViewingNowProfessional Certificate in Data Predictive Analysis: This certificate course is designed to meet the growing industry demand for data analysis skills. It provides learners with essential knowledge and tools necessary to analyze large datasets, identify trends, and make data-driven decisions.
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โข Introduction to Data Predictive Analysis: Fundamentals of data analysis, predictive modeling, and machine learning.
โข Data Preprocessing: Data cleaning, transformation, and preparation for predictive analysis.
โข Statistical Analysis: Descriptive and inferential statistics, probability distributions, and hypothesis testing.
โข Data Mining and Visualization: Data exploration, visualization techniques, and data mining algorithms.
โข Regression Analysis: Simple and multiple linear regression, polynomial regression, and regularization techniques.
โข Classification Techniques: Decision trees, random forests, logistic regression, and k-nearest neighbors.
โข Unsupervised Learning: Clustering algorithms, dimensionality reduction, and anomaly detection.
โข Time Series Analysis: ARIMA, exponential smoothing, and forecasting techniques.
โข Evaluation Metrics: Model accuracy, performance evaluation, and selection criteria.
โข Ethics in Data Predictive Analysis: Responsible AI, data privacy, and ethical considerations in predictive modeling.
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