What You'll Learn
- Design and deploy GPU-powered AI infrastructure by mastering storage, networking, orchestration, and scalability strategies.
- Configure and manage advanced GPU features such as MIG, vGPU, and Kubernetes scheduling to optimize multi-tenant AI workloads.
- Implement performance optimization and monitoring tools like Nsight, DLProf, TensorRT, and DCGM to maximize efficiency.
- Apply security, compliance, and governance frameworks (GDPR, HIPAA, RBAC, DOCA) to safeguard enterprise-grade AI infrastructure.
Requirements
- Basic knowledge of AI and machine learning workflows (training, inference, pipelines).
- Familiarity with Linux command line and system administration.
- Understanding of containerization (Docker, Kubernetes basics preferred).
- Access to a Linux server or cloud environment with an NVIDIA GPU (A100, H100, or similar) for hands-on labs.
- (Optional but helpful) Experience with Python scripting and working with frameworks like TensorFlow or PyTorch.
Who This Course is For
- AI Engineers & Data Scientists who need to scale their training and inference pipelines on high-performance NVIDIA GPUs.
- System Administrators & DevOps Engineers responsible for managing GPU clusters, Kubernetes workloads, and monitoring performance.
- Cloud Architects & Infrastructure Specialists designing hybrid, cloud, or edge AI infrastructure solutions.
- IT Managers & Technical Leaders seeking to ensure security, compliance, and efficiency in enterprise AI deployments.
- Professionals preparing for the NVIDIA-Certified Professional: AI Infrastructure (NCP-AII) credential to validate their skills.
Your Instructor
School of AI
AI Academy
4.4 Instructor Rating
8,562 Reviews
328,933 Students
86 Courses
Related Courses
More free Machine Learning courses you might be interested in
Free 100% Off
Today
Expires in 3 days
Certified Master in Agentic AI: A 52-Week Applied Program
Master AI Agents, LLMs, and Multi-Agent Systems with 156 Hands-On Topics in a Year-Long Applied Pro…
Free 100% Off
Today
Expires in 12 hours
200 Days of GenAI Mastery: Elevate Your Work & Life with AI
ChatGPT, Midjourney, DALL-E, DeepSeek, HeyGen, Suno, Microsoft Copilot, Gemini, Runway and more!
Free 100% Off
Today
Expires in 12 hours
From Prompt Engineering to Agent Engineering
Master the end-to-end journey from writing effective prompts to building real-world AI agents.
Free 100% Off
Today
Expires in 3 days
AI Agents for Everyone & AI Bootcamp with 100 Hands-on Labs
Learn to Build, Deploy, and Master AI Agents with Hands-On Projects and Practical Applications(AI)
Never Miss a Coupon!
Subscribe to our newsletter to get daily updates on the latest free courses.