GPU Programming Courses and Certifications

Meeting Cpp

Foundation of GPU Programming

Explore GPU architecture, performance sources, and programming models. Gain insights into SIMD processing, DRAM parallelism, and software/memory hierarchies for confident GPU utilization.

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

ACM SIGPLAN

Descend: A Safe GPU Systems Programming Language

Explore Descend, a safe GPU programming language enforcing memory management through type systems. Learn about its holistic model, extended Borrow checking, and competitive performance against CUDA.

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

Vendor-Neutral GPU Programming in Chapel

Explore Chapel's vendor-neutral GPU support for portable, parallel computing across diverse hardware. Learn to write GPU-enabled programs and discover opportunities for open-source involvement.

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

JuliaHub

Vendor-Neutral GPU Programming in Julia with KernelAbstractions.jl

Discover how to write flexible, high-performance GPU code in Julia using KernelAbstractions.jl, enabling seamless deployment across different GPU architectures while maintaining optimal performance.

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

NDC Conferences

From Magic to Mechanics: Demystifying GPU Programming

Demystifying GPU programming: Learn parallel programming fundamentals, GPU architecture, and how to leverage WebGPU and Vulkan for high-performance computing across devices.

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

PyCon US

GPU Programming in Pure Python

Discover how to accelerate Python code with GPUs using CUDA libraries, from managing devices to writing kernels and integrating with cuDNN and cuBLAS through practical examples.

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

Open Compute Project

OOP/FP GPU Programming and Debugging Using Open-Source GpuScript

Explore GpuScript, an open-source GPU programming language offering OOP/FP features and debugging capabilities for complex GPU computation, achieving benchmarked speeds up to 23 PFLOPS on a single GPU.

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

International Centre for Theoretical Sciences

Introduction to GPU Programming - Hands On Session

Discover GPU programming fundamentals through hands-on practice, focusing on parallel computing techniques for fast radio transient detection and astrophysical data processing applications.

• YouTube
• 1 hour 38 minutes
• On-Demand
• Free Video

Mastering GPU Parallel Programming with CUDA: ( HW & SW )

542 ratings at Udemy

Performance Optimization and Analysis for High-Performance Computing

• Udemy
• 23 hours 3 minutes
• On-Demand
• Paid Course

Nvidia

DirectX 11 Debugging with Parallel Nsight 2.1

Learn advanced DirectX 11 debugging techniques using Parallel Nsight 2.1, covering pipeline setup, shader authoring, and new features for efficient game and engine development.

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

AI Engineer

Unlocking Developer Productivity across CPU and GPU with MAX

Discover how Modular's MAX platform and Mojo language unify CPU/GPU programming into a single Pythonic model, reducing complexity and boosting AI developer productivity.

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

Simons Institute

Dynamic Graphs on the GPU

Explore GPU-accelerated techniques for dynamic graph algorithms, focusing on efficient data structures and parallel processing for real-time graph updates and analysis.

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

Simons Institute

Dynamic Data Structures and Memory Management on GPUs

Explore advanced techniques for implementing dynamic data structures and optimizing memory allocation strategies specifically designed for GPU parallel computing architectures.

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

HOTI - Hot Interconnects Symposium

GPU Communication Libraries for Accelerating HPC and AI Applications

Discover GPU communication libraries to accelerate high-performance computing and AI applications through hands-on techniques and optimization strategies.

• YouTube
• 2 hours 38 minutes
• On-Demand
• Free Video

USENIX

GeminiFS: A Companion File System for GPUs

Discover GeminiFS, a companion file system enabling direct GPU access to NVMe storage, bypassing CPU bottlenecks while maintaining file management capabilities for machine learning applications.

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