NHR@FAU Courses

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

LLVM in HPC: Enabling Performance Portability, Interoperability, and Novel Features - Part 2

Explore recent LLVM efforts for HPC: portable CUDA, debugging at scale, GPU execution of legacy codes, automatic differentiation, ML in compilers, and static information impact.

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

GPU Top Trumps - Comparing HPC Graphics Processing Units

Explore the capabilities and differences of various HPC GPUs, comparing NVIDIA models, examining competitors, and understanding new developments like APUs.

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

Facing Challenges in Computational Fluid Mechanics with Lattice Boltzmann Methods

Explore advanced fluid flow simulation and optimization using Lattice Boltzmann Methods. Learn integrative approaches combining numerical simulation, HPC, and mathematical optimization techniques.

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

The Linear Algebra Mapping Problem and How Programming Languages Solve It

Explore the Linear Algebra Mapping Problem and its solutions in programming languages. Gain insights into high-performance computing and matrix operations for scientific applications.

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

DGEMM on Integer Tensor Cores - NHR Perflab Seminar

Explore double-precision matrix multiplication using Int8 Tensor Cores and the Ozaki scheme, focusing on high-precision computation with lower-precision hardware for machine learning applications.

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

Towards Robust and Efficient AI at Scale

Explore robust, efficient AI for scientific time series forecasting. Learn scalable transformer architectures, energy optimization, and balancing performance with sustainability in large-scale AI applications.

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