CUDA Courses and Certifications

Mastering Parallel programming with CUDA platform

1866 ratings at Udemy

Unofficial guide to parallel programming on GPU's with CUDA from basic concepts to advance algorithm implementations.

• Udemy
• 10 hours 48 minutes
• On-Demand
• Paid Course

CUDA at Scale for the Enterprise

24 ratings at Coursera

Explore advanced GPU programming techniques for enterprise-scale applications, including multi-GPU systems, asynchronous workflows, and optimized algorithms for sorting and image processing.

• Coursera
• 1 day 4 hours 45 minutes
• On-Demand
• Paid Course

CUDA Advanced Libraries

21 ratings at Coursera

Learn to use CUDA's advanced libraries like CuFFT, cuBLAS, and Thrust for complex computations and machine learning applications, including object detection and language translation.

• Coursera
• 1 day 2 hours 16 minutes
• On-Demand
• Paid Course

Introduction to Parallel Programming with CUDA

Learn parallel programming with CUDA to process large datasets using GPUs. Explore thread management, memory types, and performance optimization techniques for complex problem-solving on Nvidia hardware.

• Coursera
• 21 hours 39 minutes
• On-Demand
• Paid Course

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

Learn CUDA with Docker!

28 ratings at Udemy

Learrn to Code with CUDA with GPGPU-Simulators & Docker, Kickstart Your Computing and Data Science Career!

• Udemy
• 2 hours 58 minutes
• On-Demand
• Paid Course

CUDA Programming - High-Performance Computing with GPUs

1 review

Master CUDA programming for GPU-accelerated computing and deep learning. Covers ecosystem, setup, kernels, API, optimizations, Triton, PyTorch extensions, and practical MNIST implementation.

• freeCodeCamp
• 11 hours 55 minutes
• On-Demand
• Free Video

Learn to use CUDA C/C++ tools and techniques to accelerate CPU-only applications to run on massively parallel GPUs.

• Independent
• 8 hours
• On-Demand
• $90.00

CUTLASS: A CUDA C++ Template Library for Accelerating Deep Learning Computations

Explore CUTLASS, an open-source CUDA C++ template library for optimizing deep learning computations on NVIDIA GPUs. Learn to develop high-performance custom kernels using Tensor Core programming.

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

Nvidia

Improvements to NVIDIA CUDA and Deep Learning Libraries - Session 1

Explore NVIDIA's latest AI tech advancements, including CUDA Graphs, WMMA, and cuDNN. Learn about performance improvements, Tensor Cores, and new features for deep learning acceleration.

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

Nvidia

Parallel Nsight 2.0 and CUDA 4.0 for GPU Computing - SIGGRAPH 2011

Explore GPU computing with CUDA 4.0 and Parallel Nsight 2.0, integrated into Visual Studio for enhanced graphics and parallel application development.

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

WeAreDevelopers

CUDA Programming in Python - From Abstractions to Native Implementation

Master GPU programming with CUDA directly in Python, exploring NVIDIA's native implementation and current platform access methods for high-performance computing.

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

Eli the Computer Guy

NVIDIA CUDA on RISC-V - Kinda Cool, But Probably Worthless

Explore NVIDIA's CUDA implementation on RISC-V architecture and evaluate its practical applications and limitations in modern computing environments.

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

Nvidia

1001 Ways to Write CUDA Kernels in Python

Explore best practices for writing CUDA kernels in Python, covering memory management, thread organization, and optimization techniques to harness GPU acceleration without leaving the Python ecosystem.

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

Nvidia

NVIDIA is a Software Company - CUDA - Episode 1

Dive into the world of CUDA with Stephen Jones, exploring parallelism, multicore compute history, and how 3D rendering concepts unlocked major machine learning algorithms.

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