NHR@FAU Courses

Slurm Batch Scheduler Best Practices and Advanced Use

1 rating

Master advanced Slurm batch scheduling techniques, from multi-GPU jobs and dependencies to data staging and workflow optimization for high-performance computing clusters.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Kokkos: Getting Lucky By Design - Performance Portability and API Design Principles

Explore Kokkos programming model's design principles for performance portability across diverse HPC platforms. Learn how API design and community development contribute to widespread adoption.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

File Systems and Efficient Data Handling - HPC Café

Explore file systems and efficient data handling in HPC environments, focusing on NHR@FAU's offerings, properties, usage scenarios, and best practices for optimal performance.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Designing a European CPU for HPC and AI

Delve into the development of Europe's first HPC/AI processor in decades, exploring architecture design, gem5 simulations, and co-design approaches for the Arm-based Rhea CPU product line.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Large Language Models for Dummies

Dive into the inner workings of Large Language Models, exploring their mechanisms, architectures, and efficient training on HPC systems. Gain insights into scaling strategies and deployment challenges in various computational environments.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Fortran 2023 for You: Features and Tools

Discover the latest features in Fortran 2023 and tools like Julienne for modern scientific programming. Learn about do-concurrent, helpful intrinsic functions, and how to leverage the vibrant Fortran developer community.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

C++ is Nearly All You Need for HPC

Explore modern C++ features for high-performance computing, including parallel algorithms, mdspan, and execution models for shared-memory and accelerated programming.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Increase Productivity with Neovim, Language Server Protocols, and Modern Terminal Tools

Discover modern terminal tools and Neovim setup to boost HPC development productivity with Language Server Protocols and best practices for efficient workflows.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Generative AI and Probabilistic Physics Simulations

Explore how generative AI methods like diffusion models enhance physics simulations by learning probability distributions and capturing uncertainty in complex systems.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Assessing the Efficiency of Your Jobs with ClusterCockpit

Master ClusterCockpit to monitor HPC job performance in real-time, analyzing load balance, flop/s rates, communication patterns, and I/O efficiency for optimal resource utilization.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Energy Monitoring and Optimization Made Easy and Accessible - Powered by EAR

Discover EAR's vendor-independent energy monitoring system that simplifies optimization across any architecture, making advanced energy management accessible for data centers.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Neuromorphic Hardware – A System Perspective

Explore neuromorphic computing principles, systems like SpiNNaker2, and future developments in energy-efficient AI hardware with Johannes Partzsch from TU Dresden.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Neuromorphic Computing from the Computer Science Perspective - Algorithms and Applications

Explore neuromorphic computing from a computer science lens, focusing on spiking neural networks, algorithms, and real-world applications from scientific data analysis to autonomous vehicles.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Exploring Compilers for HPC

Unlock compiler optimization secrets for HPC performance through live Compiler Explorer demos, vectorization analysis, and assembly code insights to transform computational efficiency.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Compiler Architecture - Abstractions for Domains, Accelerators, and Microarchitecture

Explore compiler design principles, domain-specific languages, accelerator targeting, and optimization techniques for high-performance computing applications.

• YouTube
• 54 minutes
• Self-Paced
• Free Video