Sandeep Belgavi Ashok Kumar
Senior Engineering Manager · AI/ML Architect · Author of Belgavi.AI Lab
I write everything on this site myself — from the transformer math derivations to the interactive labs. If you spot an error, have a question about the math, want to suggest a topic, or are looking to collaborate on something technical, the easiest way to reach me is via any of the channels below.
Typical response time: 2-3 business days. For urgent matters, LinkedIn DMs tend to get the fastest reply.
For detailed questions, corrections, business inquiries, or anything that needs a longer response.
belgavi.sandeep@gmail.comBest for professional networking, collaboration, mentorship, and quick chats. Fastest response time.
@sandeep-belgavi-ashok-kumarGitHub
For typos, broken links, or technical content corrections, open an issue or PR on the source repo.
@Sandeep-BAMedium
Older long-form articles and engineering essays cross-published on Medium.
@sandeep.b_41968What I usually respond to
Yes: Technical corrections, content suggestions, collaboration on open-source, speaking at engineering meetups/conferences, mentorship requests for senior engineers, AI/Cassandra/distributed-systems consulting inquiries.
Probably not: Generic "promote my product" pitches, link exchange requests, AI-written outreach with no context, recruiting that doesn't match my background.