High Performance Computing Courses and Certifications

Amazon Web Services;  Amazon

Amazon File Cache Getting Started

Discover how Amazon File Cache creates high-speed temporary storage for your file data, bringing it closer to processing locations regardless of original data location in AWS.

• AWS Skill Builder
• 1 hour
• Self-Paced
• Free Certificate

Explore IBM Cloud for VMware Regulated Workloads architecture, features, deployment options, and security requirements for high-performance enterprise environments.

• IBM Training
• 2 hours
• Self-Paced
• Free Online Course

AI Infrastructure: Storage Options

Explore Google Cloud storage solutions for AI and HPC workloads, optimizing I/O performance, managing datasets, and serving model artifacts with low latency across the ML lifecycle.

• Google Skills
• 1 hour
• Self-Paced
• Free Online Course

AI Infrastructure: Deployment Types

Explore deployment strategies for AI and HPC workloads on Google Cloud, covering GCE, GKE cluster creation, containerization, GPU sharing, and inference optimization.

• Google Skills
• 2 hours
• Self-Paced
• Free Online Course

Stanford Seminar - HPC Opportunities in Deep Learning - Greg Diamos, Baidu

Explore HPC's role in deep learning, focusing on workload characteristics, efficiency, and specialized systems for advancing AI research and applications.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Online Course

Deep Learning in the Age of Zen, Vega, and Beyond

Explore deep learning challenges and solutions using AMD's Zen and Vega platforms, focusing on high-performance computing for training and inference in various applications.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Nanosecond-Level Clock Synchronization in a Data Center

Explore nanosecond-level clock synchronization in data centers using Huygens algorithm, which achieves precision without special hardware through advanced networking and machine learning techniques.

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

NDC Conferences

Goodbye Controllers, Hello Minimal APIs

Explore Minimal APIs in .NET 6: build high-performance, scalable APIs with minimal code. Learn implementation, comparison with traditional approaches, and real-world application strategies.

• YouTube
• 52 minutes
• Self-Paced
• Conference Talk

CMU Database Group

Advanced Database Systems - Spring 2023

Dive into advanced database system internals, query optimization, and modern analytical architectures through CMU's comprehensive graduate-level curriculum.

• YouTube
• 1 day 3 hours 8 minutes
• Self-Paced
• Free Video

The Julia Programming Language

Julia Programming Language Tutorial - MIT 2013

Discover Julia's high-performance programming capabilities through MIT's comprehensive tutorial covering data analysis, parallel computing, optimization, and metaprogramming techniques.

• YouTube
• 5 hours 52 minutes
• Self-Paced
• Free Video

Stanford Seminar - Efficient and Resilient Systems in the Cognitive Era

Explore efficient and resilient systems for cognitive computing, covering swarm intelligence, sensor fusion, hardware optimization, and energy efficiency in the context of IBM's research.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Online Course

Steve Brunton

Turbulence Closure Models - Reynolds Averaged Navier Stokes and Large Eddy Simulations

Explore turbulence closure models, focusing on RANS and LES approaches for approximating complex fluid dynamics. Learn key concepts and applications in scientific computing.

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

Unity

C# Job System and Compiler - High Performance Computation in Unity

Explore Unity's future high-performance computation with C# job system and compiler, focusing on multithreading, optimization, and memory layout for enhanced game development efficiency.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Conference Talk

Strange Loop Conference

So You Wanna Go Fast

Explore Go's performance optimization techniques for latency-sensitive systems, including channels, interfaces, and mechanical sympathy, with insights on trade-offs and lessons learned.

• YouTube
• 38 minutes
• Self-Paced
• Conference Talk

NDC Conferences

Turbocharged - Writing High-Performance C# and .NET Code

Learn to write faster, more efficient C# code using high-performance APIs and language features. Practical examples cover Span, Memory, System.IO.Pipelines, ArrayPool, and new JSON APIs in .NET Core 3.0.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Conference Talk