Aamir Hashmi

S

Engineering Manager at Ashford Financial | ex-Infosys

Ashford Financial
Ahmedabad, India · IST (UTC+5:30)
8+ years experience
IIT Kanpur
English, Hindi, Gujarati
AdvisingOpen to work
Messaging unavailable

Overview

Based in Ahmedabad. I lead ML infrastructure at Ashford Financial. Built the experimentation framework 36 product teams use to ship changes safely. Before that: Infosys and Capgemini. I read too many books about cities.

Good reasons to reach out
  • Roles in ML infrastructure
  • Advice on ML infrastructure
  • Second opinions on feature stores decisions
Please don't message about
  • Offshore staffing offers
  • SEO and link-building offers

Best reached early in the week

Skills
embedded LinuxKubeflowfeature storesmodel servingCUDA
AdvisingOpen to advising
closes in 3 months

Office hours for career switchers into engineering: ML infrastructure and embedded Linux

Topics
ML infrastructure, model serving, embedded Linux
Format
Calls
Terms
Free for early founders
Capacity
One advisory role at a time
Best for
First-time founders

8 years of ML infrastructure. Can review plans, decks and hiring loops.

Ahmedabad, Indiamodel servingfeature storesembedded linux
Open
Open to workLooking for a role
closes in 3 months

Next role: ML Engineer in fintech, Ahmedabad or hybrid

Target roles
ML Engineer
Level
Mid
Industries
Logistics, Climate tech
Work mode
On-site
Available
60 days notice
Work authorization
Indian citizen, open to relocating
What I'm looking for
Hands-on work on Kubeflow with room to mentor.
Not interested in
Agencies and outsourcing firms

8 years in ML infrastructure. Strongest at model serving and CUDA. Available immediately.

Ahmedabad, Indiakubeflowmodel servingembedded linux
Open

Experience

  1. Engineering Manager
    Oct 2024 - Present
    Ashford Financial · 2 yr · Full-time · Ahmedabad, India
    • Cut p99 latency on the ML platform services from 889ms to 153ms.
    • Led the migration of 36 services to Kubeflow.
    • Moved 95% of ML platform traffic off a legacy monolith without a customer-facing incident.
  2. Senior ML Engineer
    May 2021 - Oct 2024
    Infosys · 3 yr 5 mo · Full-time · Ahmedabad, India
    • Wrote the metric definitions the leadership team reviews every week.
    • Built the pricing models now used in 5 product decisions a quarter.
  3. ML Engineer
    Oct 2018 - May 2021
    Capgemini · 2 yr 7 mo · Full-time · Ahmedabad, India
    • Taught SQL to 182 non-analysts.
    • Replaced 69 hand-built dashboards with one metrics layer people trust.

Projects

Conference talk: lessons from ML platform
2022

What went wrong and what worked while scaling ML infrastructure.

ML infrastructure benchmark
2022

Reproducible benchmarks comparing feature stores and embedded Linux on real workloads.

References

No references yet.

Education

  1. IIT Kanpur
    B.Tech, Information Technology
    2013 - 2017

Details

Compensation expectations
What they are targeting for their next role.
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Direct contact details
Direct email and a scheduling link.
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