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AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0

AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 equips network engineers, data center engineers, and systems engineers with the skills to deploy and operate AI workloads on Cisco infrastructure, solving the critical gap in AI-ready networking expertise. With 78% of ICT roles now requiring AI skills, this course delivers practical knowledge in AI/ML clusters, high-performance fabrics, and generative AI integration for network automation.

This Cisco training prepares learners for the Implementing Cisco Data Center AI Infrastructure (300-640 DCAI) exam, earning the Cisco Certified Specialist – Data Center AI Infrastructure and advancing toward CCNP Data Center. Koenig’s official vendor-authorized courseware and 30-day lab access ensure hands-on mastery, empowering professionals to lead AI infrastructure projects and meet surging market demand.

32 Hours (4 Days)
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2+ professionals trained

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Course Overview

The AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 course by Cisco equips network and data center professionals with foundational skills to deploy and manage AI workloads on Cisco infrastructure. Designed for network administrators, data center engineers, and systems engineers, this training prepares candidates for the Implementing Cisco Data Center AI Infrastructure (300-640 DCAI) exam, which leads to the Cisco Certified Specialist - Data Center AI Infrastructure credential and counts toward the CCNP Data Center certification. With global data center investments projected to reach $4.7 trillion by 2030 and AI infrastructure demand surging, professionals who master these skills are positioned to fill critical roles in one of the fastest-growing sectors of IT.

Participants engage with key Cisco technologies including Jupyter Notebook, Cisco Nexus Dashboard Insights, Cisco Nexus Dashboard Fabric Controller (NDFC), RoCE (RDMA over Converged Ethernet), PFC (Priority Flow Control), and ECN (Explicit Congestion Notification). Through hands-on labs in a Cisco-integrated lab environment, students configure high-performance, lossless fabrics optimized for AI/ML workloads, set up AI clusters, and deploy open-source GPT models using Retrieval-Augmented Generation (RAG) for real-world network engineering tasks. A capstone scenario involves using NDFC to automate and monitor an AI-optimized fabric, applying congestion control mechanisms like PFC and ECN to ensure reliable, low-latency performance across distributed GPU clusters.

By completing the AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 training, professionals gain industry-recognized expertise aligned with the Cisco Certified Specialist - Data Center AI Infrastructure certification, known for its rigor and relevance in enterprise environments. IT professionals with AI and data center skills command salary premiums of up to 22% over base compensation, according to Foote Partners, with strong demand across hyperscalers, cloud providers, and enterprises. Koenig Solutions supports this journey with Guaranteed-to-Run batches and official Cisco courseware, ensuring consistent access to training. Graduates are well-prepared to lead AI infrastructure deployments, driving innovation and efficiency in next-generation data centers.

What You'll Learn

Describe AI/ML workload types and their infrastructure needs for optimal performance with Cisco's AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0.
Evaluate Cisco network, compute, and storage deployment strategies tailored for AI workloads to ensure seamless scalability and efficiency.
Configure high-performance Cisco Ethernet fabrics designed specifically for AI/ML clusters, enhancing data transfer speeds and reliability.
Deploy AI workloads on Cisco HyperFabric with optimized data management techniques to improve processing speed and reduce latency.
Use Cisco Nexus Dashboard Insights to monitor AI infrastructure performance, ensuring maximum uptime and resource utilization.
Implement congestion control mechanisms on Cisco RoCE networks to prevent bottlenecks and maintain high throughput for AI applications.
AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 is a comprehensive course that covers infrastructure requirements vital for AI/ML workloads, enabling learners to build scalable, efficient AI environments.
Cisco’s network, compute, and storage solutions are designed to support AI workloads, with proven deployment strategies that enhance performance and scalability.
Configuring Cisco Ethernet fabrics for AI clusters ensures high-speed data transfer, critical for real-time AI processing.
Deploying AI workloads on Cisco HyperFabric with optimized data handling reduces latency, boosting AI application responsiveness.
Cisco Nexus Dashboard Insights provides real-time AI infrastructure monitoring, helping teams identify issues before they impact performance.
Implementing congestion control on Cisco RoCE networks maintains high throughput, essential for large-scale AI data transfers.
This course equips learners with the skills to develop AI infrastructure on Cisco systems, supporting data-driven decision-making and innovation.

Skills You'll Gain

AI Fundamentals Generative AI AI/ML Workloads Cisco AI Infrastructure AI-ML Clusters Jupyter Lab AI Model Fine-Tuning RDMA over Converged Ethernet RoCE Networking PFC and ECN Cisco Nexus Dashboard NDFC Configuration AI Workload Placement High-Performance Ethernet AI Storage Strategies Cisco Data Center AI AI Traffic Monitoring

Prerequisites

Recommended knowledge before taking this course
  • Working knowledge of Cisco UCS compute architecture and operations, essential for deploying AI solutions on Cisco infrastructure efficiently.
  • Familiarity with Cisco Nexus switch portfolio and features helps optimize network performance for AI workloads on Cisco data centers.
  • Understanding of Data Center core technologies is crucial for designing scalable AI infrastructure using Cisco solutions.
  • Experience with implementing and operating Cisco data center solutions (DCCOR-level knowledge) ensures reliable AI deployment on Cisco infrastructure.
  • Basic understanding of AI workload requirements and infrastructure implications enables effective planning for AI solutions on Cisco systems.
  • Familiarity with Cisco NX-OS switches and fabric configurations (DCNX-level experience) supports seamless integration of AI workloads within Cisco data centers.
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Certification Exam

Everything you need to know about the AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 certification exam

Exam Details
Exam Name
AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0
Exam Cost
$300 USD (pricing may vary by region).
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates failing the 300-640 DCAI exam must wait five calendar days before retaking.
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AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Master AI Fundamentals with Cisco
Core AI Concepts Explained Traditional vs. Modern AI ML and Deep Learning Generative AI Architecture GenAI Real-World Applications Advanced AI Language Models LLM vs. SLM Comparison Future AI Industry Trends (DCAIE 1.0 Exam Domain 1: AI/ML Fundamentals)
2
Day 2– Cisco AI Infrastructure Essentials
AI-ML Cluster Architecture Custom AI Model Deployment Cisco UCS X-Series and Cisco UCS C-Series Servers Optimized AI Workload Placement System Interoperability Standards AI Governance and Policy Sustainable AI Operations Infrastructure Design Principles (DCAIE 1.0 Exam Domain 2: AI Infrastructure)
3
Day 3– AI Networking and Performance Optimization
Solving AI Network Bottlenecks Modern AI Transport Technologies including RoCEv2 Scalable Connectivity Models Robust AI Network Architecture using Nexus 9000 Series Switches AI/ML Network Migration Strategies Critical Application-Level Protocols and NCCL High-Throughput Converged Fabrics Engineered Lossless Network Fabrics (DCAIE 1.0 Exam Domain 3: AI Networking)
4
Day 4– AI Infrastructure Operations and Troubleshooting
Congestion Monitoring and Visibility with Cisco Nexus Dashboard Efficient AI Data Preparation AI/ML Data Performance Tuning High-Performance AI Hardware via Cisco Intersight Compute and Virtualization Resources Optimized AI Storage Resources Configuring Scalable AI Clusters Deploying GPT Models for RAG (DCAIE 1.0 Exam Domain 4: Operations and Troubleshooting)

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

78%

of AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 certified professionals report career advancement within 6 months

Salary Impact

+19%

Average salary increase reported after obtaining the AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Infrastructure Engineer
  • Cisco AI Solutions Architect
  • Network AI Specialist
  • Data Center AI Engineer
  • AI Operations Manager
  • Infrastructure AI Consultant

Companies Hiring

5,000+
Cisco Accenture Deloitte IBM Verizon AT&T JPMorgan Chase Capgemini Equinix NTT Data

and 5,000+ organizations worldwide seeking AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 training course

Is the certification exam included in AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0, and what is the exam fee?
The exam is not included with AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 training. Candidates must register separately for the 300-640 DCAI exam, which costs $300 USD or Cisco Learning Credits. Passing this exam grants the Cisco Certified Specialist - Data Center AI Infrastructure certification and provides credit toward the CCNP Data Center designation.
What delivery modes does Koenig offer for AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0?
Koenig Solutions offers AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 through live online 1-on-1, classroom, and self-paced formats with Guaranteed-to-Run scheduling. These sessions utilize official Cisco U. content, ensuring you master the deployment, migration, and operation of AI solutions on Cisco data center infrastructure with expert-led guidance.
How long is lab access provided for AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0, and what environment is used?
Lab access for AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 is provided via Cisco cloud sandboxes and vendor-hosted environments for the full course duration plus 30 days post-completion. This allows learners to practice deploying AI workloads on Cisco infrastructure efficiently without the need for complex local VM setups.
What is Koenig's rescheduling and cancellation policy for AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0?
Koenig permits free rescheduling up to 14 days before your AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 start date. Cancellations made within the 14-day window incur a 50% fee, while no-shows result in the forfeiture of the full course amount according to our standard policy.
What is the exam format, number of questions, passing score, and time limit for the 300-640 DCAI exam?
The 300-640 DCAI exam is a 90-minute assessment featuring multiple-choice, drag-and-drop, and simulation questions. While Cisco does not publish a specific passing score, the exam rigorously tests your ability to design, implement, monitor, and troubleshoot AI infrastructure, including critical network, compute, storage, and orchestration components.
How long is the Cisco Certified Specialist - Data Center AI Infrastructure certification valid, and what is the renewal process?
The certification earned via AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 remains valid for three years. You can renew by earning 80 continuing education credits or retaking the 300-640 DCAI exam. Notably, this course awards 34 CE credits toward your recertification requirements.
What post-training support does Koenig provide after completing AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0?
Koenig provides 30-day mentor email access, entry to our exclusive alumni community forum, and one free retake option for associated 300-640 DCAI exam preparation materials. This support ensures you remain confident and fully prepared after finishing AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0.
What prerequisites or experience are needed for AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0?
AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 recommends having CCNP Data Center knowledge or equivalent experience with Cisco data center technologies. While there are no formal prerequisites, familiarity with AI workloads and foundational infrastructure concepts will significantly accelerate your learning progress.
How does completing AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 impact salary or career prospects?
Professionals holding the Cisco Certified Specialist - Data Center AI Infrastructure certification often command salaries between $120,000 and $150,000 USD. Roles such as AI Infrastructure Engineer or Data Center Specialist are highly sought after, with compensation reflecting the specialized skills gained in this course.
How does AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 compare to self-study for the 300-640 DCAI exam?
AI Solutions on Cisco Infrastructure Essentials (DCAIE) 1.0 offers a structured path with official Cisco U. content, 10 assessments, and 34 CE credits, far surpassing unstructured self-study. It accelerates your exam readiness through expert-designed modules focused on real-world AI deployment, migration, and security practices.
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