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Course Outline
Foundations of GPU-Accelerated Containerization
- The role of GPUs in deep learning processes
- The function of Docker in supporting GPU-centric tasks
- Essential performance factors to consider
Installation and Configuration of the NVIDIA Container Toolkit
- Establishing driver and CUDA compatibility
- Confirming GPU accessibility within containers
- Setting up the runtime environment
Constructing GPU-Capable Docker Images
- Leveraging CUDA base images
- Encapsulating AI frameworks into GPU-ready containers
- Managing dependencies for training and inference
Executing GPU-Accelerated AI Tasks
- Launching training jobs with GPU support
- Handling multi-GPU operations
- Tracking GPU usage metrics
Enhancing Performance and Resource Distribution
- Restricting and isolating GPU resources
- Optimizing memory usage, batch sizes, and device assignment
- Tuning performance and diagnosing issues
Inference and Model Serving via Containers
- Developing containers prepared for inference
- Handling high-demand workloads on GPUs
- Connecting model runners and APIs
Scaling GPU Tasks with Docker
- Approaches for distributed GPU training
- Expanding inference microservices
- Orchestrating multi-container AI ecosystems
Ensuring Security and Reliability in GPU-Enabled Containers
- Securing GPU access in shared environments
- Strengthening container image security
- Managing updates, version control, and compatibility
Wrap-Up and Future Directions
Requirements
- A foundational grasp of deep learning principles
- Proficiency in Python and standard AI frameworks
- Basic knowledge of containerization concepts
Target Audience
- Deep learning engineers
- Research and development teams
- AI model trainers/li>
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