Raspberry Pi 5 + Coral Edge TPU
Real-time object detection with PyCoral's TFLite API and a FastAPI server for low-latency edge inference.
Computer Vision & AI · Senior ML Engineer @ TGS
Teaching machines to see — and shipping it to production.
Computer vision is what I do: faces, fingerprints, driver monitoring, and real-time detection on edge hardware — backed by the MLOps and cloud infrastructure to run it at scale.
Currently
Senior AI / Data Engineer
TGS · Petabyte-scale data & AI infrastructure
agent-runtime
$
7+
Years building CV & ML systems
Edge → Cloud
TensorRT to petabyte pipelines
Bengaluru
Open to consulting & collab
01 · About
Engineering intelligence into real products.
Computer vision has been my thread from day one — driver monitoring on automotive SOCs, fingerprint biometrics and eKYC, real-time video analytics on Jetson. A detour into seismic data at TGS turned out to be a masterclass in petabyte-scale infrastructure, and I brought the production discipline back to vision. I specialize in the gap between a working model and a system people can rely on. Open-source contributor to Label Studio, edge AI tinkerer, pipeline obsessive.
Computer Vision
Deep Learning
ADAS / DMS
Biometrics / eKYC
Edge AI
TensorRT
ONNX
Jetson
PyTorch
OpenCV
Python
C++
MLOps
Kubernetes
GCP
Airflow
Dask
Docker
02 · Experience
Where I've shipped.
-
Current
Senior AI / Data Engineer
TGS · Steerwise
Architecting cloud-native ingestion workflows on GCP — Kubernetes, Cloud Run, Airflow, Pub/Sub, PostgreSQL — for multi-terabyte processing workloads, with CI/CD and production-grade engineering throughout.
-
Senior Software Engineer
TGS · Affine Analytics
Petabyte-scale seismic ingestion with Dask & GeoPandas. GCP on Kubernetes, Cloud Run, Airflow, Pub/Sub. Azure DevOps CI/CD with automated quality gates.
-
Machine Learning Engineer
Visteon India · Bengaluru
Driver monitoring for ADAS — fine-tuned RetinaFace to SOTA face detection, ported models to NXP/Samsung SOCs with pruning and quantization, in-cabin IR image quality, 360° surround-view in C++/OpenCV/OpenGL.
-
Machine Learning Engineer
Zuqo (Beyond Drops)
Fingerprint biometrics POC with deep learning, Dockerized GCP inference, REST APIs for Android, browser eKYC segmentation with MediaPipe & TensorFlow.js.
-
ML & Computer Vision Engineer
Integration Wizards Solutions
TensorRT + DeepStream + Kafka on Jetson. Detection, tracking, pose estimation, INT8 quantization.
-
Software Engineer, ML
ApplicateAI · Ceptes Software
Rasa chatbots, spaCy NLP, custom tokenization, demand forecasting with deep regression models.
03 · Projects
Things I've built.
Jetson YOLO Alert
Real-time object detection on NVIDIA Jetson with Telegram alerts and on-demand video understanding via cloud Vision-Language Models.
Sign Language Recognition
Gesture recognition pipeline with MediaPipe landmarks and RNN classification.
GitHub →TensorFlow YOLOv3
Pure TF implementation with custom dataset training support.
GitHub →agenticai
Experiments in agentic AI workflows and tooling.
GitHub →