ENGLISH

Enterprise AIOps

By Justin Neroda; Steve Escaravage; Aaron Peters

Book information

Publisher
O'Reilly Media, Inc.
Year
2021
ISBN
9781098107284, 9781098107260
Language
english
Format
PDF
Filesize
6 MB (6221869 bytes)
Pages
\115
Time added
2021-08-21 13:30:55

Description

Preface Acknowledgments 1. Demystifying AI AI Pilot-to-Production Challenges Scalability Sustainability Coordination 2. Defining the AIOps Framework Why You Need an AIOps Framework What Are the Benefits? 3. Responsible AI What Is Responsible AI? Adopting Responsible AI Ethics Workforce Development AI Risks and Complexities Risk Management Processes 4. Data: Your Most Precious Asset Data’s Role in AIOps Data Strategy DataOps: Operationalizing Your Data Strategy Data Preparation Activities Ingest Transformation Validation AI Data Governance 5. Machine Learning (ML) What Is an ML Model? ML Methodologies ML Advanced Topics ML Life Cycle Business Analysis Model Development Model Vetting Model Operation Machine Learning Operations (MLOps) Scalable Training Infrastructure Model Optimization Infrastructure Model Deployment Infrastructure 6. The Road to AI Adoption AI Adoption Blueprint Establishing Clear Objectives Measuring Outcomes and Performance Reference Architectures Technical Infrastructure Development Processes AIOps Integration Operational Components Component Integration Conclusion

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