---
title: "Aashish Swarnkar - Senior Technical Architect in Bengaluru | Tal"
description: "Meet Aashish Swarnkar, Applied ML & Computer Vision Engineer | Real-World Vision and Sequence Modeling based in Bengaluru. AI stack includes anthropic apis, antigravity, and github copilot. Explore public work links including github."
image: "https://tal.club/meet/aashish-swarnkar/share-image"
---

# Aashish Swarnkar on Tal

## Headline

Applied ML & Computer Vision Engineer \| Real\-World Vision and Sequence Modeling

## About

I bring over 11 years of experience working in safety\-critical automotive systems, where reliability, failure analysis, and system behavior under edge conditions are non\-negotiable\. That engineering foundation now informs my work in applied machine learning and computer vision\. Over the last few years, I have been building real\-world vision systems end to end\. My work includes driver drowsiness detection using facial landmarks and sequence\-based modeling, as well as pothole detection and localization using object detection pipelines built with PyTorch, YOLO\-based models, and OpenCV\. I have also worked on vision\-based gesture control and road\-surface classification systems aimed at driver assistance and safety\. I completed a Post Graduate Diploma in AI and Machine Learning from IIIT\-Bangalore, which strengthened my grounding in model development while my engineering background ensures a focus on robustness rather than demo\-only accuracy\. I am interested in applied computer vision and machine learning roles where real\-world constraints, system reliability, and end\-to\-end ownership of ML solutions matter\.

## Location

Bengaluru

## AI stack

anthropic apis

antigravity

github copilot

langchain

## Work experience

Senior Technical Architect at AUMOVIO, Sep 2025 \- Present · 1 yr 1 mo, Bengaluru, Karnataka, India, • Continuing system\-level architecture and validation responsibilities following organizational separation from Continental • Working on the same safety\-critical automotive systems with emphasis on system behavior, diagnostics, and robustness • Supporting automation and analysis workflows to ensure continuity and efficiency across the transition • Collaborating with cross\-functional teams to maintain system reliability and validation quality

Senior Technical Architect at Continental, Jan 2024 \- Sep 2025 · 1 yr 9 mos, Bengaluru, Karnataka, India, • Led system\-level validation for safety\-critical Electronic Braking Systems across multiple vehicle platforms • Designed and executed HiL/SiL test strategies with focus on system behavior, failure modes, and real\-world operating conditions • Automated MMI and manual testing workflows to reduce validation effort and improve repeatability • Built Python automation for test report generation and structured log extraction and storage to support efficient system analysis • Analyzed large volumes of signal data, logs, and time\-series outputs to identify anomalies and performance deviations • Collaborated with software and system teams to trace issues across the full system stack\. • Developed a strong system\-thinking mindset around robustness, diagnostics, and reliability—skills directly applicable to ML\-driven systems

Technical Architect at Continental, Jan 2022 \- Dec 2023 · 2 yrs, Greater Bengaluru Area, • Defined and executed HiL and SiL test scenarios for Electronic Braking Systems to validate functional behavior and system interactions • Analyzed system responses under normal, boundary, and fault conditions to ensure compliance with safety and performance requirements • Supported integration testing across software and system interfaces in simulated environments

Technical Specialist at Continental, Jan 2021 \- Jan 2022 · 1 yr 1 mo, Bengaluru, Karnataka, India, Technical Specialist in System Test for Electronic Braking System\.

Technical Lead at Hyundai MOBIS, Mar 2014 \- May 2018 · 4 yrs 3 mos, Hyderabad, Telangana, India

## Education

Post Graduation Diploma, Machine Learning & Artificial Intelligence, International Institute of Information Technology Bangalore

Bachelor of Technology \(B\.Tech\.\), Electronic and Communication Engineering, Government engineering college ajmer

## Public links

- github: https://github\.com/aashiswar1989

[View the original profile](https://tal.club/meet/aashish-swarnkar)

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