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Reference: https://www.ibm.com/training/certification/C0004601
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Analytics | 17% | - Difference between Descriptive, Prescriptive, Predictive, Diagnostic, and Cognitive Analytics - Capabilities of AI for financial operations in Cloud Pak for Data - Map business opportunities into an Analytics use case - Capabilities of business intelligence in Cloud Pak for Data |
| Topic 2: Integration, Implementation, Deployment, and Scaling | 10% | - Accelerate the solution using Industry Accelerators and External Data sets - Develop a strategy to monitor the Data and AI platform - Integrate Business Applications using Cloud Pak for Data - Develop process to take a Data and AI solution from inception to production |
| Topic 3: Data Governance | 22% | - Understand how workflow is used in Cloud Pak for Data - Explain the use of Guardium in auditing and monitoring data - Leverage the platform to understand data flow and usage - Map business opportunities into a data governance use case - Use smart ingestion for auto cataloging - Capabilities of a data fabric topology - Explain the concepts of Knowledge Accelerators - Define the Governance structure |
| Topic 4: Cloud Pak for Data Architecture | 21% | - Secure the solution and client data - Understand Cloud Pak for Data reference architecture - Understand sizing and deployment options - Understand Cloud Pak for Data reliability options - Understand the underlying infrastructure and installation |
| Topic 5: Machine Learning Operations | 16% | - Monitor deployed models inside Cloud Pak for Data - Monitor machine learning models running on an external platform - Manage risk and regulatory compliance using OpenPages - Workflow of deploying and monitoring models - Key considerations when selecting a platform for model deployment |
| Topic 6: Build Data Science Algorithms | 14% | - Process and tools in Cloud Pak for Data to build, deploy, and monitor ML/AI algorithms - Differences between traditional programming and machine learning - Map business opportunities into a Data Science use case - Build and deploy ML/AI algorithms in Cloud Pak for Data - Collect, explore, and prepare data for ML/AI algorithms |
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