NHR@FAU Courses

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

Modern Fortran - A Contradiction or Future-Proof Language?

Explore modern Fortran's evolution, focusing on program design, parallelism, and interoperability. Discover how this 65-year-old language remains relevant for scientific simulations.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

ClusterCockpit: Job-Specific Performance Monitoring for HPC Systems Demo

Explore the ClusterCockpit web interface for job-specific performance monitoring in HPC systems, gaining insights into this powerful framework's capabilities.

• YouTube
• 18 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

Efficient and Robust Hardware for Neural Networks

Discover optimization techniques for neural network hardware, from class-aware pruning to energy-efficient MAC operations and RRAM crossbar implementations for enhanced performance and reduced power consumption.

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

RISC-V Vector CPU Design for High-Performance Computing

Delve into RISC-V vector extensions and their implementation in high-performance computing, exploring vector architectures, design approaches, and practical applications in European processor development.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video