Non-parametric Models
Data-Driven Insights
Intelligence
Statistical Analysis for Economic Trends
Data Governance for Artificial Intelligence Projects
Implementing AI Solutions
Data Mining Techniques Summary
Data Validation
Evaluating Social Media Analytics Data 
This method answers the question, “What should we do?” Techniques include: Optimization algorithms Simulation
models Decision analysis Tools for Social Media Analytics There are numerous tools available for evaluating social media analytics data
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Exploring Unsupervised Learning Applications 
2 Interpretation of Results Interpreting the output of unsupervised learning
models can be complex
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Results 
Predictive Analytics: Uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
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Data-Driven Insights 
Predictive Analysis Uses statistical
models to forecast future outcomes based on historical data
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Intelligence 
Predictive Intelligence: Uses statistical
models and machine learning techniques to forecast future events based on historical data
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Statistical Analysis for Economic Trends 
Forecasting: Statistical
models enable organizations to predict future economic conditions
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Data Governance for Artificial Intelligence Projects 
Data Quality Improves the quality of data used in AI
models, leading to better decision-making and outcomes
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Implementing AI Solutions 
Continuous integration and deployment of AI
models ...
Data Mining Techniques Summary 
K-Means Clustering Hierarchical Clustering DBSCAN Gaussian Mixture
Models (GMM) 3
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Data Validation 
The following aspects highlight its significance: Predictive Analytics: The accuracy of predictive
models is directly influenced by the quality of input data
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Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.