Global Certificate in Data Analytics with MATLAB
-- ViewingNowThe Global Certificate in Data Analytics with MATLAB is a comprehensive course designed to empower learners with essential data analytics skills. This program emphasizes the importance of data-driven decision-making in today's digital world, making it increasingly relevant and sought-after in various industries.
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โข Unit 1: Introduction to Data Analytics · Overview of data analytics, types of data, data lifecycle, data analytics process, and tools used in data analytics.
โข Unit 2: Data Preprocessing with MATLAB · Handling missing data, data cleaning, data transformation, data normalization, and data visualization using MATLAB.
โข Unit 3: Exploratory Data Analysis (EDA) · Univariate and multivariate analysis, hypothesis testing, correlation analysis, and regression analysis using MATLAB.
โข Unit 4: Statistical Analysis · Descriptive and inferential statistics, probability distributions, and statistical modeling using MATLAB.
โข Unit 5: Data Mining · Clustering, classification, association rule mining, and anomaly detection using MATLAB.
โข Unit 6: Predictive Modeling · Linear and logistic regression, decision trees, random forests, and neural networks using MATLAB.
โข Unit 7: Time Series Analysis · Time series decomposition, autocorrelation, moving averages, exponential smoothing, and ARIMA models using MATLAB.
โข Unit 8: Big Data Analytics · Introduction to big data, distributed computing, and Hadoop ecosystem, and using MATLAB for big data analytics.
โข Unit 9: Data Visualization · Creating effective data visualizations, data storytelling, and dashboard creation using MATLAB.
โข Unit 10: Ethics and Data Privacy · Overview of ethical considerations in data analytics, data privacy laws, and best practices for data privacy using MATLAB.
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