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Introduction and Overview
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Classroom Contents
Operationalizing Predictive Analytics in Education
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- 1 Introduction and Overview
- 2 Understanding Predictive Analytics
- 3 Educational Data Challenges and Opportunities
- 4 Advantages of MLOps in Education
- 5 Machine Learning Toolkit for Education
- 6 Advanced Analytical Approaches
- 7 Evaluating Predictive Models
- 8 DevOps Foundations for Machine Learning
- 9 ML Ops Pipeline Architecture
- 10 Scalable and Reliable ML Systems
- 11 Governance and Compliance
- 12 Integration with Student Support Services
- 13 Practical Guidance for Implementation
- 14 Conclusion and Collaboration
