NHR@FAU Courses

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

Computer Architecture 101 for Scientists and Its Impact on Cluster Jobs

Explore core concepts of parallel computer architecture and their impact on cluster job performance. Gain insights to optimize resource allocation and improve efficiency in supercomputing tasks.

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

LLVM in HPC - Enabling Performance Portability, Interoperability, and Novel Features - Part 1

Explore LLVM's impact on HPC, covering portable CUDA, debugging at scale, GPU execution of legacy code, and ML in compilers. Learn about efforts to enhance performance, tooling, and development in HPC.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Experiments and Data Presentation in High Performance Computing

Learn effective techniques for conducting experiments and presenting data in high performance computing. Master key aspects of scientific benchmarking, statistical analysis, and data visualization for HPC research.

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

The Comedy Club of High-Performance Computing: Low-Rank Matrix Approximation Takes the Stage

Explore high-performance computing implementation of Tile Low-Rank Matrix-Vector Multiplication, its applications in seismic processing and astronomy, and performance advantages over dense implementations.

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

Conquering Noise with Hardware Counters on HPC Systems

Explore hardware counter noise resilience in HPC systems. Learn to select appropriate counters for accurate performance modeling and scaling behavior analysis.

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

Asynchronous MPI Communication with OpenMP Tasks - Spawning Task Dependency Graphs Across Nodes

Explore asynchronous MPI communication with OpenMP tasks to improve parallel code scalability. Learn to integrate MPI detached communication for real asynchronous execution across processes.

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

The Missing Python Introduction for Scientists - Performance and Efficiency

Explore Python's internals, performance optimization, and essential scientific libraries. Learn to write efficient code and choose the right tools for scientific computing tasks.

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

Configuration-Aware Performance Analysis for High-Performance Computing Frameworks

Explore configuration-aware performance analysis for HPC frameworks, focusing on feature selection impact and identifying performance regressions across software releases.

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

Digital Reality: From Learned Models via Synthetic Data to Trusted-AI - and Back

Explore AI systems' understanding of complex reality through modular learning, simulations, and synthetic data generation. Discover the "Digital Reality" approach combining modeling, AI, and high-performance computing.

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

Quantum Computing Today and Tomorrow - Current State and Future Applications

Explore quantum computing's current state, potential applications, and future developments with insights from Prof. Dr. Michael Hartmann's seminar on recent advancements and upcoming challenges.

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

Enabling Next-Generation Processor Simulations with SimEng - NHR PerfLab Seminar

Explore next-gen processor simulations with SimEng. Learn about cycle-level modeling, microarchitecture research, and design space exploration for advanced CPUs and GPUs.

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

High-Performance Implementations for High-Order Finite-Element Discretizations of PDEs

Explore matrix-free finite-element algorithms for solving PDEs, focusing on high-performance implementations and recent developments in performance engineering for complex geometries.

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

New Features in MPI 4.0

Explore new features in MPI 4.0, including large-count routines, persistent collectives, and the Sessions Model. Learn about hardware-based communicator splitting and improvements in error handling.

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