NHR@FAU Courses

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

Efficient Solvers for Partial Differential Equations - Understanding Algorithm and Implementation Efficiency

Delve into the complexities of algorithm efficiency, exploring measurement methods, implementation strategies, and theoretical foundations for solving partial differential equations in computational mathematics.

• YouTube
• 1 hour 4 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

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

LLM Prompting for Passion - Free Yourself from the Busywork

Discover how to leverage large language models with smart prompting strategies and RAG, while exploring AI-powered code editors that boost your workflow and free your mind for tackling bigger problems.

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

SIRIUS - GPU-Accelerated Electronic Structure DFT Library

Discover how SIRIUS library accelerates electronic-structure calculations through GPU implementation, enabling advanced DFT computations for quantum chemistry and materials science research.

• YouTube
• 53 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

Hardware-Software Co-Design with the Parallel Research Kernels

Explore how the Parallel Research Kernels (PRK) evaluate hardware and software systems, from distributed programming models to programming languages and accelerator performance.

• YouTube
• 59 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

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

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

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