Hi there 👋

Thanks for stopping by—I’m Devendra, an ML engineer who ships systems that have to run reliably in production, not just score well in a notebook. I write here about edge perception, MLOps, and private Gen AI. For work, I take on freelance engagements—from AI strategy and “do we need this?” assessments to MLOps audits and a practical path to integrate ML or Gen AI when it actually fits. See consulting for offerings, CV for background, or reach out via the links below.