NHR@FAU Courses

Domain Decomposition-Based Preconditioners and Neural Networks

Explore domain decomposition methods bridging numerical simulation and machine learning for scalable high-performance computing solutions.

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

Inference in the Age of Reasoning Models

Explore distributed inference techniques for large language models, focusing on architectural optimizations like KV caching and prefix reuse to enable scalable reasoning AI deployment.

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

Scaling and Accelerating LLM Trainings

Explore scaling laws, parallelization techniques, and low-precision training methods to maximize efficiency in large language model training on high-performance clusters.

• YouTube
• 1 hour 1 minute
• 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

Power and Energy Consumption of HPC Systems

Explore power and energy consumption in HPC systems, learn about tuning for energy efficiency, and understand computing center restrictions for energy-saving measures.

• YouTube
• 55 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

Rapidly Deploying and Delivering a Sustainable National Exascale AI Research Resource - Isambard-AI Case Study

Explore the rapid deployment and sustainability of Isambard-AI, a national Exascale AI research resource in the UK, including its architecture, applications, and impact on AI research.

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

Mixing Precisions in Numerical Algorithms - HPC Perspective with Modern Hardware Context

Explore mixed precision algorithms in HPC, focusing on convergence properties and performance considerations for modern hardware implementations of floating-point arithmetic.

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

Quantum Computing at the DLR Institute of Software Technology - Algorithms and Applications

Explore quantum computing activities at DLR, covering low-level algorithms, optimization, quantum simulation, and hybrid computing across the entire software stack from hardware to applications.

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

Bridging Domain Science and HPC with Julia

Explore Julia's potential in HPC, combining scientific ecosystem with high performance. Gain insights on its strengths, limitations, and notable international projects from an experienced user.

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

Breaking Through the Barrier of Time Integration for Climate and Weather Simulations

Explore innovative time integration methods for climate and weather simulations, addressing computational challenges and improving efficiency in dynamic cores.

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

Performance of Linear Solvers in Tensor-Train Format on Current Multicore Architectures

Optimize numerical algorithms for high-dimensional problems in compressed tensor format. Explore performance improvements for lossy compression and linear system solving on multi-core CPUs.

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

Processing Very Large Image Volumes with the Adaptive Particle Representation

Explore advanced techniques for processing massive image datasets using adaptive particle representation, enabling efficient visualization and analysis of terabyte-scale biomedical data.

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

Mixed-Precision Computing: An Overview

Explore mixed-precision computing techniques for high performance and accuracy. Learn about refinement, modularity, and adaptivity in algorithms combining multiple precisions.

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

A Review of Processor Advances Over the Past Thirty Years - An Outsider's Perspective

Explore 30 years of processor advancements, focusing on x86 chips in HPC systems. Analyze core properties, memory hierarchy, and compare with Apple Silicon architecture.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video