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Table of Contents
Table of Contents
Transform data into actionable decisions with prescriptive analytics systems, the next frontier in business intelligence that moves beyond prediction to recommend optimal actions.
What You Will Learn
- 1 Learn the fundamentals of prescriptive analytics and its role in the data analytics spectrum.
- 2 Understand data preparation techniques for prescriptive modeling, including cleaning and transformation.
- 3 Apply optimization models such as linear programming to solve business problems.
- 4 Explore simulation methods for decision analysis under uncertainty.
- 5 Implement machine learning algorithms for prescriptive tasks like reinforcement learning.
- 6 Analyze decision support system architectures and their integration with analytics workflows.
- 7 Create prescriptive models for supply chain management, including inventory and logistics.
- 8 Discover prescriptive analytics applications in marketing for personalization and pricing.
- 9 Evaluate ethical considerations and governance frameworks for automated decision systems.
- 10 Build a comprehensive prescriptive analytics system project integrating techniques learned.
What's Included
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Prescriptive Analytics Systems