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Machine Learning Engineer

Eka Care

On-site
Bengaluru, India
Full-time
Mid Level
Senior
3+ yrs
Salary not listedPosted 2mo ago

Real job — pulled straight from Eka Care’s careers page · Verified August 11, 2026 · No reposts.

Job description

Eka Care is hiring a Machine Learning Engineer — a full-time, based in Bengaluru, India role. Apply directly on Eka Care's careers page below.

Senior ML Engineer

Location: Bengaluru, India

Department: Data Science.

Experience: 3 - 6

Senior ML Engineer, LLM Systems
Bengaluru · Full-time · mid-senior (3–6 yrs)

About EkaCare and the mission
EkaCare is India's connected healthcare platform: an EMR that doctors run their practices on, a personal health record used by millions of Indians, and one of the deepest integrations with India's ABDM digital-health rails. Our Parrotlet family of medical models already serves Indian doctors in production, and we open-source our work where it counts.


The role
The versatile builder, you go where the run needs you; data, training, evals, serving, and you leave every system better-instrumented than you found it.

What you'll do
  • Build corpus pipelines that feed GPUs without stalls: filtering, dedup, PII redaction, tokenisation, streaming dataloaders at ~500B-token scale.
  • Run distributed training jobs on multi-node H200 clusters; make failures loud, recoveries fast, dashboards honest.
  • Build the eval and experiment tooling researchers live in.
  • Wire fast inference paths (vLLM-class) for model iterations.
  • Automate whatever annoyed you last week.
What we look for
  • 3–6 years of strong software engineering with real ML training exposure; you've fine-tuned or trained ≥1B-parameter models, not just called APIs.
  • Distributed-computing fundamentals: Slurm or Kubernetes, NCCL basics, storage/throughput intuition.
  • Data engineering at scale; Spark, Ray, or whatever gets the job done.
  • A bias for ownership: you don't ask whose job it is.
Bonus
  • Triton/CUDA curiosity; profiler literacy.
  • Open-source projects or contributions.
  • Healthcare or Indic-language data experience.
Why this is a rare gig
  • Open source, with your name on it: weights and technical reports ship publicly.
  • India-scale mission: models for a billion people in their own languages.
  • Compute that’s rare to fine: dedicated multi-node H200 training under a national grant.
  • Small senior team: you work with the people who own the recipe.
  • A live deployment path: Government institutes, EkaCare's doctors and patients use what you ship.

Full-Time Employee Benefits
  • Medical Insurance & Accidental Insurance
  • Maternity & Paternity Benefits
  • PF, Gratuity, & Leave Encashment
  • Salary Advance Policy

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Frequently asked questions

What skills are required for Machine Learning Engineer at Eka Care?

The required skills for Machine Learning Engineer at Eka Care include: Machine Learning, Python, Spark, Kubernetes, Data Engineering, LLM.

What is the seniority level for Machine Learning Engineer at Eka Care?

Machine Learning Engineer at Eka Care is a Mid Level / Senior level position.

How do I apply for Machine Learning Engineer at Eka Care?

You can view the full description and apply for Machine Learning Engineer at Eka Care on EchoJobs: https://echojobs.io/job/eka-care-senior-ml-engineer-1h85w.