Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Foundations of GPU-Accelerated Containerization
- The role of GPUs in deep learning pipelines
- Support for GPU tasks via Docker
- Essential performance factors
Installation and Configuration of the NVIDIA Container Toolkit
- Configuring drivers and ensuring CUDA compatibility
- Verifying GPU accessibility within containers
- Preparing the runtime environment
Creating Docker Images with GPU Support
- Leveraging CUDA foundation images
- Bundling AI frameworks into GPU-ready containers
- Handling dependencies for training and inference
Executing GPU-Accelerated AI Tasks
- Running training jobs with GPU acceleration
- Overseeing multi-GPU operations
- Tracking GPU usage and utilization
Enhancing Performance and Resource Management
- Regulating and segregating GPU resources
- Refining memory usage, batch sizes, and device placement
- Performance analysis and troubleshooting
Containerized Inference and Model Serving
- Developing containers ready for inference
- Handling high-demand workloads on GPUs
- Integrating model runners and API endpoints
Scaling GPU Tasks with Docker
- Approaches for distributed GPU training
- Scaling inference microservices
- Orchestrating multi-container AI systems
Security and Stability for GPU-Enabled Containers
- Securing GPU access in shared environments
- Strengthening container image security
- Handling updates, version control, and compatibility
Conclusion and Future Directions
Requirements
- A solid grasp of deep learning basics
- Proficiency with Python and standard AI frameworks
- Knowledge of fundamental containerization principles
Target Audience
- Deep learning engineers
- Research and development groups
- Specialists in AI model training
21 Hours
Testimonials (3)
How trainer deliver knowledge so effectively
Vu Thoai Le - Reply Polska sp. z o. o.
Course - Certified Kubernetes Administrator (CKA) - exam preparation
the trainer had a lot of knowledge and patience to share with us
Bogdan Olaru
Course - Introduction to Docker
The knowledge and exchanges with Augustin