Data Mining for Business Analytics & Data Analysis in Python

Data Mining for Business Analytics & Data Analysis in Python - Python for Data Analytics & Explainable Artificial Intelligence. Data Mining for Business Data Analytics & Intelligence.

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What you'll learn

• Identify the value of data mining for quickly analyzing and interpreting data.
• Apply data mining algorithms using Python programming language for Business Analytics.
• Explain the principles behind various data mining algorithms, including supervised and unsupervised machine learning, and explainable AI
• Explain the results of data mining models using explainable artificial intelligence models: LIME and SHAP.
• Practice applying data mining techniques through hands-on exercises and case studies.
• Implement cluster analysis, dimension reduction, and association rule learning using Python.
• Perform survival analysis, Cox proportional hazard regression, and CHAID using Python.
• Use random forest and feature selection to improve the accuracy of data mining models.
• Develop a portfolio of data mining projects for Business Data Analytics and Intelligence.
• Use data mining techniques to inform business decisions and strategies.

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