GPU Optimization
GPU optimization involves techniques to maximize the computational efficiency and performance of graphics processing units (GPUs) for AI workloads. This includes optimizing memory usage, parallel processing, kernel execution, and data transfer between CPU and GPU to achieve faster training and inference times.
Companies urgently need GPU optimization experts because AI models are growing exponentially in size and complexity, making computational costs skyrocket. With GPU shortages and high cloud expenses, optimizing existing hardware is critical for maintaining competitive inference speeds and reducing operational costs in production AI systems.
🎓 Courses
GPU Programming
Offered by Johns Hopkins University. Solve Challenges with Powerful GPUs. Develop mastery in high performance computing and apply to ... Enroll for fr
CUDA at Scale for the Enterprise
The purpose of this module is for students to understand the basis in hardware and software that CUDA uses. This is required to appro
📖 Books
GPU-Accelerated Deep Learning: Essential GPU Ideas, Deep Learning Frameworks, and Optimization Approaches: Mangrulkar, Ramchandra S, Chavan, Pallavi Vijay: 9798868820823
· 2025
The book is meant to make complex concepts understandable, with step-by-step instructions on how to set up and use GPUs in deep learning appli
CUDA in Action: Accelerating Applications with Parallel Processing and GPU Optimization eBook : Chapman, Leon: Kindle Store
· 2025
Whether you’re new to CUDA or looking to optimize existing workflows, this book delivers the strategies you need to supercharge your projects<
🛠️ Tutorials & Guides
GPU optimization workshop with OpenAI, NVIDIA, PyTorch, and Voltron Data
00:30 Workshop overview by @ChipHuyen 03:51 Crash course to GPU optimization (Mark Saroufim, Meta)39:18 High-performance LLM serving on NVIDIA GPUs (S
The ONLY NVIDIA GPU Optimization Guide You Need in 2025!
This is the Ultimate guide to Optimize Nvidia Control panel settings for Gaming & Performance in 2025, for Both Low End & Hig
NVIDIA GPU Optimization Explained – Why This Mysterious Fix Works
NVIDIA GPU Optimization Explained – Why This Mysterious Fix WorksIn this video, I break down a mysterious NVIDIA GPU optimization that even NVIDIA can
@PyTorch: Building on the previous correctness-focused pipeline
Official PyTorch thread on GPU optimization and pipeline correctness
Learning resources last updated: March 17, 2026