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Cisco 300-640 Exam Syllabus Topics:

SectionObjectives
Data Center AI Infrastructure Fundamentals- AI/ML workload requirements in data centers
  • 1. Data pipeline and workload characteristics
    • 2. Compute, GPU, and acceleration concepts
      AI Infrastructure Deployment and Operations- Deployment models
      • 1. On-premises AI clusters
        • 2. Hybrid AI infrastructure integration
          - Operations and lifecycle management
          • 1. Monitoring and observability
            • 2. Performance tuning and optimization
              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
                      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
                              Security and Governance in AI Data Centers- Infrastructure security
                              • 1. Network segmentation and policy enforcement
                                • 2. Secure access to AI workloads

                                  Cisco Implementing Cisco Data Center AI Infrastructure Sample Questions:

                                  1. An end customer plans to deploy an AI fabric in a new data center. Their engineers are more familiar with CLI-based networks and require the capability to automate standardized configuration templates and monitor flows for the fabric. Which data center automation tool meets the requirements?

                                  A) Intersight
                                  B) HyperFabric
                                  C) Digital Network Architecture Center
                                  D) Nexus Dashboard


                                  2. An engineer configures quality of service in the Cisco ACI fabric to connect VAST storage servers. Which combination of attributes must be selected?

                                  A) Congestion Algorithm: Weighted Random Early Detection (WRED)
                                  Congestion Notification: Disabled
                                  B) Congestion Algorithm: Weighted Random Early Detection (WRED)
                                  Congestion Notification: Enabled
                                  C) Congestion Algorithm: Tail Drop
                                  Congestion Notification: Enabled
                                  D) Congestion Algorithm: Tail Drop
                                  Congestion Notification: Disabled


                                  3. Which network design approach should be used to build a high-performance, nonblocking AI/ML data center fabric that supports 64 fully equipped UCS C885A nodes and provides the lowest possible latency and lossless Ethernet?

                                  A) rail optimized
                                  B) leaf-spine
                                  C) traditional three-tier
                                  D) flat Layer 2


                                  4. An engineer deploys BGP EVPN in a Cisco VXLAN fabric. Which route type advertises MAC and IP binding information for endpoints?

                                  A) Type 2
                                  B) Type 4
                                  C) Type 5
                                  D) Type 1


                                  5. How does RAG enhance the capabilities of LLMs?

                                  A) by retaining the LLM by altering its core parameters
                                  B) by providing access to proprietary data
                                  C) by removing the data preparation and cleaning step
                                  D) by removing inherent biases from LLM outputs


                                  Solutions:

                                  Question # 1
                                  Answer: D
                                  Question # 2
                                  Answer: B
                                  Question # 3
                                  Answer: A
                                  Question # 4
                                  Answer: A
                                  Question # 5
                                  Answer: B

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