# tag
3 posts
Anonymise faces in 550 videos with MTCNN and OpenCV on a Podstack GPU pod. This Jupyter notebook tutorial streams WebVid-10M, detects every face, applies Gaussian blur, and zips the output — 171,480 faces processed in ~92 minutes.
Runpod, CoreWeave, and Podstack are often compared but serve very different users. We break down GPU selection, pricing, deployment, compliance, and community to help you pick the right cloud GPU platform for your AI workloads.
Hourly GPU billing burns 40–60% of your inference budget on idle time. We break down four real Indian startup workloads - bursty inference, RAG, batch jobs, and serverless APIs - with rupee-level math that proves per-second billing isn't a feature. It's a survival tool.
