
Gautam Malu
@gautammalu
I build production computer vision systems for retail analytics, SKU recognition, and price validation at scale.
What I'm looking for
At Snap2Insight, I lead a three-person computer vision team delivering retail analytics across 100,000+ stores and four product categories.
I own production pipelines that process 500,000–800,000 images per month across 3,000+ SKUs, powering product detection, recognition, promotional execution, and price validation in dense supermarket aisles.
I designed a human-in-the-loop workflow that auto-clears about 75% of data and routes the remainder for targeted review, while continuous retraining keeps models improving from feedback. My hands-on stack includes Faster R-CNN, Detectron2, PyTorch, mixed-precision training and inference, and Prefect.
Previously, I built vehicle-detection pipelines at Deep Learn Labs and autonomous robotics systems using ROS and C++. I'm also a two-time Google Summer of Code contributor, published researcher, and provisional patent holder.
Experience
Work history, roles, and key accomplishments
Team Lead, Computer Vision
Snap2Insight Pvt Ltd
May 2018 - Present (8 years 4 months)
Lead a 3-person computer vision team delivering retail analytics across 100,000+ stores, including SKU-level reporting, promotional execution, and price validation. Own production pipelines processing 500k-800k images per month and designed a human-in-the-loop system with continuous retraining.
ML Consultant
Deep Learn Labs
Oct 2015 - Jun 2016 (8 months)
Built a vehicle-detection pipeline for traffic video, including an annotation server and validation of feature-based methods alongside deep learning approaches.
Software Developer
S-Labs
May 2014 - Apr 2015 (11 months)
Built a concurrent multi-boot system on the Xen hypervisor and a remote navigation system for DRDO using ROS and C++ to enable autonomous robots.
Education
Degrees, certifications, and relevant coursework
IIIT Hyderabad
MS, Electronics and Communication Engineering
2011 - 2019
Research-based MS degree in Electronics and Communication Engineering, including full-time thesis research, publications, and Google Summer of Code contributions from 2016 onward.
IIIT Hyderabad
B.Tech (Honors), Electronics and Communication Engineering
2007 - 2011
B.Tech (Honors) in Electronics and Communication Engineering from IIIT Hyderabad.
Availability
Location
Authorized to work in
Salary expectations
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Skills
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