---
id: ins_anand-karunan-machine-learning-engineer
title: 'Building production ML systems at scale'
operator: Anand Karunan
operator_role: Machine Learning Engineer | Mercari India | IIT Bombay
source_url: https://www.linkedin.com/feed/update/urn:li:activity:7372538983832092672/
source_type: thread
source_title: 'Building production ML systems at scale'
source_date: 2026-04-10
captured_date: 2026-05-03
domain: [engineering, ai-native]
lifecycle: []
maturity: stub
artifact_class: framework
score: { originality: 3, specificity: 3, evidence: 2, transferability: 3, source: 3 }
tier: C
related: []
raw_ref: raw/linkedin/reactions/linkedin-reactions-2026-04-10.md
---

# Building production ML systems at scale

## Claim
I focus on deploying robust machine learning models that drive real business impact in e-commerce.

## Mechanism
Empirical observation from operator presence.

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*Thin source, this card is a stub. The operator is in the corpus but a substantive published claim hasn't surfaced yet. Pull request welcome with a better source.*