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
9,153 Reviews
341,366 Students
88 Courses
Related Courses
More free Machine Learning courses you might be interested in
![[ES] Curso de Certificación de Ingeniero Asociado en IA](https://img-c.udemycdn.com/course/750x422/6681191_52dd_2.jpg)
Free 100% Off
Today
Expires in 2 days
[ES] Curso de Certificación de Ingeniero Asociado en IA
Domina el Aprendizaje Automático, el Aprendizaje Profundo y los Fundamentos de Agentes de IA con Te…
![[ES] Curso de Certificación Profesional en Ingeniería de IA](https://img-c.udemycdn.com/course/750x422/6682597_e2a3_2.jpg)
Free 100% Off
Today
Expires in 2 days
[ES] Curso de Certificación Profesional en Ingeniería de IA
Domina el Aprendizaje Profundo, Transformers, MLOps y el Desarrollo de Agentes de IA con Proyectos …
![[FR] Cours de Certification Ingénieur Associé en IA](https://img-c.udemycdn.com/course/750x422/6685687_8854.jpg)
Free 100% Off
Today
Expires in 2 days
[FR] Cours de Certification Ingénieur Associé en IA
Maîtrisez le Machine Learning, le Deep Learning et les Fondements des Agents d’IA avec TensorFlow e…
Free 100% Off
Today
Expires in 2 days
AI Engineer Associate Certificate Course
Master Machine Learning, Deep Learning & AI Agent Foundations with TensorFlow and PyTorch
Never Miss a Coupon!
Subscribe to our newsletter to get daily updates on the latest free courses.