Certificate in Data Mining for Design Insights
-- ViewingNowThe Certificate in Data Mining for Design Insights is a comprehensive course that equips learners with the essential skills to extract valuable design insights from large data sets. In today's data-driven world, there is an increasing demand for professionals who can use data to inform and improve design decisions.
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โข Introduction to Data Mining – concepts, history, and applications
โข Data Preparation – data cleaning, preprocessing, and formatting
โข Exploratory Data Analysis (EDA) – data visualization, summary statistics, and univariate analysis
โข Statistical Data Mining Techniques – regression, classification, clustering, and dimensionality reduction
โข Machine Learning Algorithms – supervised, unsupervised, and reinforcement learning
โข Data Mining for Design Insights – using data mining for user research, UX/UI optimization, and product design
โข Evaluation Metrics – accuracy, precision, recall, F1 score, ROC, and AUC
โข Ethical Considerations – data privacy, security, and bias
โข Tools & Technologies – Python, R, Tableau, PowerBI, and Weka
โข Capstone Project – applying data mining techniques for design insights
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