GPU Computing Courses and Certifications

NVIDIA GPU Computing - A Journey from PC Gaming to Deep Learning

Explore NVIDIA GPU's evolution from gaming to deep learning, covering key architectures and applications in supercomputing, data centers, and autonomous vehicles.

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

Nvidia

Profiling Deep Learning Applications with NVIDIA Tools Extension (NVTX)

Enhance deep learning application performance using NVIDIA Tools Extension Library (NVTX) for code profiling and optimization techniques.

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

Java

GPU/JVM Cooperation - Optimizing Java Performance with GPU Integration

Explore GPU/JVM cooperation, optimization techniques, and performance enhancements for Java applications leveraging GPU capabilities.

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

Java

Reduction on GPUs

Explore GPU reduction techniques with Eric Caspole, enhancing your understanding of parallel computing and optimizing performance in GPU-based applications.

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

Java

Project Sumatra - GPU Acceleration for Java

Explore GPU workloads, AMD's Accelerated Processing Unit, and the Sumatra prototype for Java optimization using Stream API and HSAIL technologies.

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

Simulation Lab

GTC 2017: GPU Computing for the Construction Industry - AR/VR for Learning Planning and Safety

Explore AR/VR applications in construction for enhanced learning, planning, and safety practices, presented by Gilbane Building Company experts at NVIDIA's 2017 conference.

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

Prodramp

AI Workshop - Build Your Own Text-to-Image Application with DALL-E Mini in Python from Scratch

Learn to build a text-to-image application using DALL-E mini in Python. Covers model setup, code implementation, and result generation, providing hands-on experience with AI-driven image creation.

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

CppCon

GPU Accelerated Computing and Optimizations on Cross-Vendor Graphics Cards with Vulkan and Kompute

Explore GPU acceleration and optimizations for cross-vendor graphics cards using Vulkan & Kompute. Learn to implement GPU-accelerated machine learning algorithms and leverage hardware capabilities for performance improvements.

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

Exascale Computing Project

Facilitating Electronic Structure Computations on GPU-based Exascale Platforms

Explore GPU-based electronic structure computations for exascale platforms using PROGRESS and BML libraries. Learn implementation strategies, performance optimization, and scaling techniques.

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

IIIA Hub

Tensor Query Processing - Accelerating Database Analytics with AI Hardware

Discover how Microsoft's framework compiles SQL to tensor abstractions, enabling efficient database analytics on GPUs and exploring the fusion of SQL with machine learning capabilities.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Open Compute Project

Rethinking System Design for the New Wave of AI GPUs and CPUs

Explore innovative server design strategies for optimizing thermal management, power delivery, and performance in next-generation AI computing infrastructure with advanced GPUs and CPUs.

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

Open Compute Project

Infrastructure Software for Hyperscale AI and GPU Clusters

Explore cutting-edge infrastructure software solutions powering large-scale AI operations and GPU cluster management for hyperscale computing environments.

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

Optimize Your AI Cloud Infrastructure: A Hardware Perspective

Dive into hardware-level optimization techniques for AI cloud infrastructure, exploring GPU clusters, NUMA topology, and performance tuning strategies using H100 clusters and MLPerf benchmarks.

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

The Machine Learning Engineer

Rapids Machine Learning Training and Feature Engineering in GPU with CuML and CuDF

Accelerate ML training and feature engineering using GPU-powered CuML and CuDF libraries for enhanced performance and efficiency.

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

Advanced Cyberinfrastructure Training at RPI

GPU Computing and Krylov Solvers

Explore GPU computing and Krylov solvers for advanced numerical computations, enhancing problem-solving skills in high-performance computing environments.

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