High Performance Computing Courses and Certifications

Stanford Seminar - Dataflow for Convergence of AI and HPC - GroqChip

Explore dataflow history, AI-HPC convergence, and Groq's tensor streaming processor architecture. Learn about stream programming, deterministic execution, and distributed scale-out systems for efficient deep learning computations.

• YouTube
• 1 hour 46 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

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

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

TED

A Brain in a Supercomputer

Explore how supercomputers can model the brain's synapses to unravel mental mysteries, potentially revolutionizing our understanding of perception, memory, and mental illness.

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

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

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

Institute for Pure & Applied Mathematics (IPAM)

New Mathematics for the Exascale - Applications to Materials Science Tutorials 2023

Explore cutting-edge mathematical methods for exascale computing in materials science through density functional theory, molecular dynamics, and multiscale modeling techniques.

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

Yannic Kilcher

Self-Driving from Vision Only - Tesla's Self-Driving Progress by Andrej Karpathy - Talk Analysis

Analysis of Tesla's vision-only self-driving progress, discussing data labeling, edge-case sampling, neural network training, and the advantages of camera-only systems over multi-sensor approaches.

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

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

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

TED

Making a Computer That Works Like the Brain

Explore innovative research on mimicking the brain's supercomputing powers in silicon, aiming to create small, light, and superfast computers inspired by neural processes.

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

CppCon

Task Graph-Based Asynchronous Programming Using C++ Coroutine - Lecture

Explore task graph-based asynchronous programming with C++ coroutines using Taro. Learn to efficiently manage CPU-GPU multitasking and improve performance in complex parallel computing scenarios.

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

Craft Computing

Gaming Performance of NVIDIA Tesla Pascal GPUs - Part 2

Exploring gaming performance of NVIDIA Tesla P40, P100, and P4 GPUs. Includes benchmarks, game tests, and insights on enterprise GPU capabilities for gaming applications.

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