AI and Deep Learning Accelerators: A Comprehensive Review of Non-GPU ArchitecturesIntroduction The AI hardware market is undergoing a profound transformation, moving beyond the long-standing dominance of general-purpose Graphics Processing Units (GPUs) to embrace a diverse ecosystem of specialized accelerators. This report provide...Sep 17, 2025·28 min read
How much GPU memory do I need for LLM?When people first start working with large language models, one of the most common questions is: “How much GPU memory do I need?” This isn’t always obvious, since running a model involves more than just storing its weights. That’s where the Simple LL...Aug 25, 2025·2 min read
Which Graphic Card is best for AIThe article describes GPUs as an important part of AI’s development, noting how each new NVIDIA architecture has been shaped by both technical progress and the growing needs of AI research. From the early days of AlexNet trained on GTX 580 cards to t...Aug 24, 2025·3 min read