Scalable Parallel Computing Lab, SPCL @ ETH Zurich Courses

Evaluating Large-Scale Learning Systems

Explore challenges and solutions in evaluating large-scale machine learning systems, including federated networks and large language models. Gain insights into reliable assessment methods.

• YouTube
• 59 minutes
• On-Demand
• Free Video

ML for High-Performance Climate: Data Post Processing, Compression, and Earth Virtualization Engines

Explore advanced ML techniques for climate data processing, compression, and Earth virtualization, enhancing high-performance computing in climate science.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Noise in the Clouds - Influence of Network Performance Variability on Application Scalability

Explore network performance variability in cloud computing and its impact on HPC workload scalability, comparing cloud providers with on-premise systems.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Streaming Task Graph Scheduling for Dataflow Architectures

Explore efficient scheduling techniques for dataflow architectures using canonical task graphs, steady-state analysis, and spatial block partitioning to optimize performance and device utilization.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Earth Virtualization Engines (EVE) for Climate Change Modeling

Explore Earth Virtualization Engines (EVE) and their potential impact on climate change research with Bjorn Stevens from MPI Hamburg.

• YouTube
• 23 minutes
• On-Demand
• Free Video

From Two Strong Oxen to Billions of Fleas - The Evolution of Massively Parallel Distributed Supercomputers

Explore massively parallel distributed supercomputers, focusing on distributed-memory parallelism and RDMA through MPI. Gain insights into current designs and future challenges in high-performance computing.

• YouTube
• 33 minutes
• On-Demand
• Free Video

HPVM: Performance, Programmability and Retargetability for Heterogeneous Parallel Systems

Explore HPVM's approach to programming heterogeneous parallel systems, focusing on performance, ease of use, and retargetability across diverse hardware targets.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

The Role of MPI in Modern AI - Rusty Lusk's Legacy

Explore MPI's crucial role in modern AI and its impact on parallel computing, honoring Rusty Lusk's contributions to the field.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Realizing Petabit/s IO and sub-pJ/bit System-wide Communication with Silicon Photonics

Explore integrated silicon photonics for high-bandwidth, low-energy chip communication, enabling Pb/s speeds and flexible architectures for distributed ML applications.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

A Chiplet-Based Generative Inference Architecture with Block Floating Point Datatypes

Explore a chiplet-based architecture for generative inference, featuring block floating point datatypes and optimizations for large language models in AI accelerated computing.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Deinsum: Practically I/O Optimal Multi-Linear Algebra for Distributed Systems

Optimize distributed multilinear algebra computations with Deinsum framework. Automate data movement-optimal tiling and scheduling for enhanced performance in high-dimensional tensor operations.

• YouTube
• 33 minutes
• On-Demand
• Free Video

HPC and AI/ML: A Synergistic Relationship

Explore synergies between HPC and AI/ML, focusing on scalable algorithms, efficient resource use, and data-driven models for performance optimization in large-scale computing environments.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Follow the Data: Memory-Centric Designs for Modern Datacenters

Explore data-driven approaches for memory architecture in exascale supercomputing and cloud memory disaggregation. Gain insights into system-level memory problems and their solutions.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Accelerating Data Serialization and Deserialization Protocols with In-Network Compute

Explore in-network compute techniques to accelerate data serialization/deserialization protocols, enhancing efficiency in datacenter and HPC systems. Learn about SmartNIC offloading and its impact on performance.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Democratizing Deep Learning with DeepHyper

Explore DeepHyper: Automate DNN design for scientific data using scalable neural architecture and hyperparameter search. Learn to generate DNN ensembles for uncertainty estimation in various applications.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video