GPU Compute ROI Flywheel

Explore the full engineering blog here: https://www.linkedin.com/pulse/beyond-gpu-power-compute-roi-flywheel-jitendra-agarwal-a2ezc/

This blog post by a Netflix ML platform lead discusses maximizing the return on investment (ROI) of GPUs used in AI. It explains the crucial role of GPUs in AI workflows, including model training, fine-tuning, and inference, while highlighting the challenges of managing GPU resources effectively. The author introduces a "Compute ROI Flywheel" framework with five stages—investment, optimization, performance tuning, developer productivity, and minimizing idle resources—to improve GPU utilization. Practical tips are provided to optimi ...