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Cisco 300-640 Exam Syllabus Topics:

SectionObjectives
Topic 1: AI Infrastructure Deployment and Operations- Deployment models
  • 1. On-premises AI clusters
    • 2. Hybrid AI infrastructure integration
      - Operations and lifecycle management
      • 1. Performance tuning and optimization
        • 2. Monitoring and observability
          Topic 2: Data Center AI Infrastructure Fundamentals- AI/ML workload requirements in data centers
          • 1. Compute, GPU, and acceleration concepts
            • 2. Data pipeline and workload characteristics
              Topic 3: Compute and Storage for AI Infrastructure- Storage systems
              • 1. Distributed storage concepts
                • 2. High-throughput storage for AI training data
                  - Compute architecture
                  • 1. HPC-style scaling considerations
                    • 2. GPU-based compute nodes
                      Topic 4: Data Center Networking for AI Workloads- Cisco Data Center networking technologies
                      • 1. Cisco Nexus platform concepts
                        • 2. Cisco ACI integration concepts
                          - High-performance fabric design
                          • 1. Low-latency switching and routing considerations
                            • 2. Leaf-spine architecture in AI environments
                              Topic 5: Security and Governance in AI Data Centers- Infrastructure security
                              • 1. Network segmentation and policy enforcement
                                • 2. Secure access to AI workloads

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                                  Cisco Implementing Cisco Data Center AI Infrastructure Sample Questions (Q64-Q69):

                                  NEW QUESTION # 64
                                  How does RAG enhance the capabilities of LLMs?

                                  Answer: C

                                  Explanation:
                                  RAG enhances LLMs by retrieving relevant external or proprietary information at generation time and using that context to produce more accurate, current, and domain-specific responses without changing the model's core parameters.


                                  NEW QUESTION # 65
                                  What does workload distribution offer in an AI infrastructure with local and external resources?

                                  Answer: D

                                  Explanation:
                                  Workload distribution in AI infrastructure enables computational tasks to be spread across local and external resources, improving scalability, resource utilization, and execution flexibility across multiple processing locations.


                                  NEW QUESTION # 66
                                  Drag and Drop Question
                                  An engineer must configure vNIC templates for a UCS X-Series deployment. Drag and drop the policy types from the left onto the corresponding configuration settings on the right. Not all options are used.

                                  Answer:

                                  Explanation:


                                  NEW QUESTION # 67
                                  A large-scale retail store manages many compute resources spread across branch offices, which enables AI workloads to be processed on-premises. Each workload and site location requires specific OS installation and configuration. To simplify management, configuration, and deployment of the workloads, a Cisco Intersight feature must be used that enables workload deployment at scale. Which feature must be used to accomplish this functionality?

                                  Answer: A

                                  Explanation:
                                  Fleet management in Cisco Intersight is used to manage and deploy workloads consistently across many distributed compute resources. It supports scalable operations such as OS installation, configuration, and policy-driven deployment across multiple servers and locations, making it the correct feature for large distributed AI workload environments.


                                  NEW QUESTION # 68
                                  An administrator configures VXLAN EVPN in a Cisco AI data center fabric. The requirement is to provide Layer 2 adjacency across multiple leaf switches while maintaining scalable control-plane learning. Which protocol fulfills this function?

                                  Answer: B


                                  NEW QUESTION # 69
                                  ......

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