8 min read
GPU-Accelerated Fabric Warehouse: How to Read the 7x Claim
Fabric Data Warehouse GPU query acceleration is in preview. Why the 7x benchmark won't predict your bill, and how to run a fair A/B test on your own queries.
GPU
7 articles
1 min read
Optimizing GPU Utilization for AI Workloads on Azure
Many organizations run GPU workloads at 30-40% utilization, paying for idle compute. Understanding workload patterns and implementing optimization…
1 min read
Gpu Optimization: Building Modern AI Systems
Understanding gpu optimization is essential for production AI systems. Here's what you need to know.
1 min read
GPU Availability in 2024: Navigating the AI Compute Crunch
The GPU crunch will ease, but strategic capacity planning remains important. Use managed services where possible, and reserve capacity for predictable…
1 min read
DirectML: Hardware-Accelerated AI on Windows
DirectML is Microsoft's hardware-accelerated machine learning API that works across all DirectX 12 GPUs. Today I'm exploring how to leverage it for…
1 min read
Azure ML Compute: Choosing the Right Infrastructure
Azure ML offers three distinct compute experiences, and choosing the right one makes a significant difference to both cost and development friction. For…
1 min read
GPU Optimization for LLM Workloads
Tomorrow we'll explore Azure ML compute options. PyTorch CUDA Semantics Flash Attention NVIDIA Optimization Guide