Ashutosh Suman Mondal
SSenior Engineering Manager at Karma Finance · ML infrastructure · feature stores, model serving
- Karma Finance
- Bhubaneswar, India · IST (UTC+5:30)
- 13+ years experience
- Narsee Monjee Institute of Management Studies
- English, Hindi, Odia
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Overview
Based in Bhubaneswar. I lead ML infrastructure at Karma Finance. Wrote the Python service that now handles 68 million requests a day. Most at home with model serving and PyTorch. I write a small newsletter about ML infrastructure.
Good reasons to reach out
- Working sessions on feature stores
- Thoughtful intros to people in my field
Please don't message about
- Agency or outsourcing pitches
- Recruiters for roles outside my stack
- Crypto token projects
Slower in the last week of each quarter
Skills
Pythonmodel servingPyTorchfeature stores
Experience
- Senior Engineering ManagerDec 2022 - PresentKarma Finance · 3 yr 10 mo · Full-time · Bhubaneswar, India
- Moved 75% of ML platform traffic off a legacy monolith without a customer-facing incident.
- Wrote the model serving service that now handles 46 million requests a day.
- ML EngineerApr 2021 - Dec 2022Groww · 1 yr 8 mo · Full-time · Bhubaneswar, India
- Moved the homepage from rules to a learned ranker.
- Wrote the metric definitions the leadership team reviews every week.
- Engineering ManagerApr 2018 - Apr 2021Capgemini · 3 yr · Full-time · Bhubaneswar, India
- Led the migration of 17 services to PyTorch.
- Shipped a rewrite that took build times from 19 minutes to under 5.
- Staff ML EngineerSep 2015 - Apr 2018McKinsey & Company · 2 yr 7 mo · Full-time · Bhubaneswar, India
- Built the recommendations models now used in 4 product decisions a quarter.
- Senior ML EngineerMay 2013 - Sep 2015Flipkart · 2 yr 4 mo · Full-time · Bhubaneswar, India
- Shipped a ranking change that increased conversion 3.4%.
- Taught SQL to 137 non-analysts.
References
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Education
- Narsee Monjee Institute of Management StudiesMBA, Business Administration2009 - 2011
- Jadavpur UniversityB.E., Computer Engineering2003 - 2007
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