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| Section | Objectives |
|---|
| Data Center AI Infrastructure Fundamentals | - AI/ML workload requirements in data centers
- 1. Compute, GPU, and acceleration concepts
- 2. Data pipeline and workload characteristics
|
| AI Infrastructure Deployment and Operations | - Deployment models
- 1. Hybrid AI infrastructure integration
- 2. On-premises AI clusters
- Operations and lifecycle management
- 1. Monitoring and observability
- 2. Performance tuning and optimization
|
| Security and Governance in AI Data Centers | - Infrastructure security
- 1. Network segmentation and policy enforcement
- 2. Secure access to AI workloads
|
| Compute and Storage for AI Infrastructure | - Compute architecture
- 1. HPC-style scaling considerations
- 2. GPU-based compute nodes
- Storage systems
- 1. High-throughput storage for AI training data
- 2. Distributed storage concepts
|
| Data Center Networking for AI Workloads | - Cisco Data Center networking technologies
- 1. Cisco ACI integration concepts
- 2. Cisco Nexus platform concepts
- High-performance fabric design
- 1. Leaf-spine architecture in AI environments
- 2. Low-latency switching and routing considerations
|
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Cisco Implementing Cisco Data Center AI Infrastructure Sample Questions (Q65-Q70):
NEW QUESTION # 65
An engineer notices excessive broadcast traffic inside a legacy AI server VLAN. Which technology should be implemented to reduce flooding and improve scalability?
- A. GRE tunneling
- B. PAT
- C. VXLAN EVPN
- D. RIP
Answer: C
Explanation:
VXLAN EVPN reduces unknown unicast and broadcast flooding by using control-plane learning with BGP EVPN. This improves scalability in modern AI data centers. RIP is outdated for large- scale fabrics, while PAT and GRE tunneling do not address broadcast domain limitations.
NEW QUESTION # 66
A network operations team deploys HyperFabric AI and wants to monitor fabric health to proactively identify performance issues. The team must track metrics specifically relevant to AI training workloads. Which metric is most critical for identifying congestion issues that could impact AI training performance in a HyperFabric AI deployment?
- A. PFC pause frame transmission rate per interface
- B. spanning tree topology change notifications
- C. BGP EVPN route count per leaf switch
- D. VXLAN tunnel packet encapsulation rate
Answer: A
Explanation:
PFC pause frame transmission rate is the key congestion indicator for lossless Ethernet fabrics used by AI training workloads. A high or increasing pause frame rate shows that interfaces are experiencing congestion and applying flow control, which can directly affect GPU-to-GPU communication performance in a HyperFabric AI environment.
NEW QUESTION # 67
What does workload distribution offer in an AI infrastructure with local and external resources?
- A. restriction of automation to local storage and performance measures
- B. enforcement of fixed security policies on distribution endpoints
- C. isolation of analytic functions within remote processing clusters
- D. distribution of computational tasks across multiple locations
Answer: A
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 # 68
Which set of statements describes Quantized Congestion Notification?
- A. Explicit Congestion Notification reacts first to mitigate congestion, and Priority Flow Control acts as a fail-safe to prevent traffic drops if Explicit Congestion Notification is insufficient.
A congestion notification packet sent toward the source by a host in response to receiving Explicit Congestion Notification with congestion experienced bits set. - B. Priority Flow Control reacts first to mitigate congestion, and Explicit Congestion Notification acts as a fail-safe to prevent traffic drops if Priority Flow Control is insufficient.
A congestion notification packet sent toward the source by a network switch in response to receiving Explicit Congestion Notification with congestion experienced bits set. - C. Priority Flow Control reacts first to mitigate congestion, and Explicit Congestion Notification acts as a fail-safe to prevent traffic drops if Priority Flow Control is insufficient.
A congestion notification packet sent toward the source by hosts and the network switch in response to receiving Explicit Congestion Notification with congestion experienced bits set. - D. Explicit Congestion Notification reacts first to mitigate congestion, and Priority Flow Control acts as a fail-safe to prevent traffic drops if Explicit Congestion Notification is insufficient.
A congestion notification packet sent toward the source by hosts and the network switch in response to receiving Explicit Congestion Notification with congestion experienced bits set.
Answer: A
Explanation:
Quantized Congestion Notification relies on Explicit Congestion Notification as the primary congestion signal so the sender can reduce its transmission rate before packet loss occurs.
Priority Flow Control acts as a safety mechanism if congestion becomes severe, and the congestion notification packet is generated by the receiving host when it receives packets marked with congestion-experienced bits.
NEW QUESTION # 69
Drag and Drop Question
A network engineer is designing congestion management for an AI cluster using RoCEv2 transport. Based on Cisco best practices, the engineer must understand how ECN and PFC work together to provide lossless Ethernet transport. Drag and drop the congestion management mechanisms from the left onto the corresponding descriptions on the right. Not all options are used.

Answer:
Explanation:

NEW QUESTION # 70
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