CUDA Courses and Certifications

Birla Institute Of Technology And Science–Pilani (BITS–Pilani)

Multicore and GPGPU Programming

Build high-performance parallel applications with Pthreads, OpenMP, MPI, and CUDA, tuning locks, memory hierarchies, warp execution, and workload balance across multicore CPUs and GPUs.

• Coursera
• 10 weeks, 6 hours a week
• Self-Paced
• Paid Course

Birla Institute Of Technology And Science–Pilani (BITS–Pilani)

Multicore and GPGPU Programming

Build high-performance parallel programs: multicore architectures, NUMA and caching, Pthreads locks and shared-memory data structures, OpenMP, MPI, and CUDA execution and memory models.

• Coursera
• 12 weeks, 6 hours a week
• Self-Paced
• Paid Course

Packt

The C++ Programmer's Mindset

Apply computational thinking to a large C++ case study, moving from abstraction and data handling to clustering, CUDA, and profiling for performance insights.

• Coursera
• 15 weeks, 1 hour a week
• Self-Paced
• Paid Course

Python Simplified

Inference with Torch-TensorRT Deep Learning Prediction for Beginners - CPU vs CUDA vs TensorRT

Accelerate PyTorch image classification inference by converting ResNet50 to Torch-TensorRT and benchmarking CPU, CUDA, and TensorRT performance.

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

Stanford CS336 - Language Modeling from Scratch 2025

Master language model development from tokenization to deployment, covering transformers, GPU optimization, scaling laws, data processing, and alignment techniques in this comprehensive Stanford program.

• YouTube
• 22 hours 19 minutes
• Self-Paced
• Free Video

Beyond CUDA - GPU Accelerated Computing on Cross-Vendor Graphics Cards with Vulkan Kompute - AMD, Qualcomm, NVIDIA & Friends

Build a simple machine learning algorithm with Kompute for cross-vendor GPU acceleration, using Python and exploring where C++ optimizations fit.

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

Beyond CUDA: GPU Accelerated Machine Learning on Cross-Vendor Graphics Cards with Vulkan Kompute

Walk through implementing logistic regression for cross-vendor GPUs with Vulkan Kompute, using a compute framework beyond CUDA.

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

IIT Kharagpur;  NPTEL

High Performance Computing for Scientists and Engineers

Introduces parallel scientific computing through OpenMP, MPI, and CUDA, with matrix solvers, GPU kernels, and performance evaluation.

• Swayam
• 8 weeks
• Available until Oct 9, 2026
• Free Online Course

Learn modern Fortran programming through parallel computing with OpenMP, OpenACC, CUDA Fortran, and MPI.

• Independent
• Self-Paced
• Free Online Course

Sebastian Lague

Optimizing a Ray Tracer by Building a Bounding Volume Hierarchy (BVH)

Optimize ray tracing performance by building a Bounding Volume Hierarchy (BVH). Learn techniques like GPU-friendly data structures, iterative traversal, and surface area heuristics to render complex scenes efficiently.

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

Valerio Velardo - The Sound of AI

PyTorch for Audio and Music Processing

Master PyTorch and torchaudio for deep learning in audio and music processing, including neural networks, mel spectrograms, CNNs, and GPU-accelerated sound classification.

• YouTube
• 2 hours 55 minutes
• Self-Paced
• Free Video

Kevin Stratvert

AI Video Generator on Your PC - No Subscriptions, No Limits

Discover how to generate AI videos locally on your PC using free open-source models with no subscriptions or limits through Pinokio and Wan2GP installation.

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

RustLab Conference

Vello - High Performance 2D Graphics Engine

2 ratings

Explore Vello, a high-performance 2D rendering engine using GPU compute shaders. Learn its architecture, integration, and see demos including Lottie animation playback.

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

CppCon

What Is an Image? - C++ Computer Graphics Tutorial - GPU, GUI, 2D Graphics and Pixels Explained

1 rating

Explore image fundamentals, pixel formats, colorspaces, and GPU complexities in computer graphics. Gain insights into memory allocation, alignment, and API interoperability for efficient image processing.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Conf42

Understanding Data Center Engineering Systems

1 rating

Explore data center engineering systems, from infrastructure awareness to power usage, cooling methods, and hardware components. Gain insights into efficient data center operations and management.

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