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MADHAV
SUNIL
Software Engineer / AI/ML Engineer / MLOps Engineer / Published Researcher / Robotics Engineer
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01 WHO I AM

Building intelligent
systems that matter.

I'm a Software & ML Engineer with a B.Tech in AI & Robotics from VIT Chennai, currently building production AI systems at NeST Digital STC.
My work spans the full stack of intelligent systems — from training and fine-tuning large language models to deploying them inside cloud-native Kubernetes infrastructure with full observability. I'm also a first-author researcher published in Springer Nature, bridging academic ML with real-world clinical impact.
I thrive at the intersection of AI research, DevOps, and robotics — building things that are both technically rigorous and genuinely useful.
madhav@ ~ $ whoami
madhav_sunil engineer researcher
madhav@ ~ $ cat interests.txt
LLMs · ROS2 · Kubernetes · Clinical AI · XAI
madhav@ ~ $ git log --oneline -3
a3f92c1 deploy llama inference on k8s cluster
bf04e2d ros2 slam navigation pipeline v2
9c1d8fa publish: springer nature paper accepted
madhav@ ~ $ uptime
available for exciting opportunities ▮
02 CAREER
May 2025 – Present
Software Engineer
NeST Digital STC
  • Perform reverse engineering on embedded and legacy systems to analyse, document, and improve technical architectures.
  • Design and deploy end-to-end automation pipelines and intelligent workflows using RPA and Workato.
  • Develop and prototype AI models including LLM integrations using LLaMA for applied NLP and generative AI.
  • Build robotics solutions with ROS2, contributing to autonomous navigation and multi-module pipeline development.
  • Won First Prize in a company-wide Hackathon for building an SQL-AI driven analytics platform.
Jun 2024 – Jul 2024
Summer Research Intern
Vellore Institute of Technology
  • Conducted a comprehensive study on the relationship between pulmonary embolism (PE) and heart failure.
  • Developed a hybrid deep reinforcement learning strategy (A3C + PPO) to enhance clinical model performance.
  • Applied SMOTE and LIME — work directly leading to a peer-reviewed publication in Springer Nature.
Oct 2023 – Dec 2023
Student Intern
Tata Consultancy Services (TCS)
  • Delivered two end-to-end computer vision projects covering image classification and object detection pipelines.
Aug 2023 – Dec 2023
Student Intern
INVIS Pvt. Ltd.
  • Built an AI-powered speech-to-text module for automated meeting transcription using NLP pipelines.
  • Developed intelligent web scraping systems for structured data extraction and downstream analytics.
03 CAPABILITIES
01
ML & AI
Deep LearningReinforcement LearningXGBoostTransformersTransfer LearningNLP & VisionLLaMAHugging FaceOllamaClaude APISMOTELIME
02
MLOPS & DEVOPS
Docker ContainerisationKubernetes OrchestrationHelm ConfigurationsTerraform IaaSCI/CD PipelinesModel DeploymentPrometheusGrafanaMicrosoft Azure
03
SWE & SYSTEMS
REST APIsSystems DesignData EngineeringFeature EngineeringWeb ScrapingRPA AutomationsFastAPIJinja2PydanticNext.jsSQLWorkato
04
ROBOTICS & IoT
Simultaneous LocalisationEmbedded SystemsSensor FusionServo ControlUnity 3D SimulationROS2Raspberry Pi 5ESP8266IoT
04 RESEARCH
FIRST AUTHOR · SPRINGER NATURE — DISCOVER ARTIFICIAL INTELLIGENCE · 2025
Integrating Advanced Deep Reinforcement Learning and Explainable AI for Enhanced Pulmonary Disease Detection

Developed an interpretable deep RL framework (PPO + A3C) for early detection of pulmonary-embolism-induced heart failure. Integrated SMOTE-based class balancing and LIME-driven explainability to deliver clinically transparent, reliable predictions. Peer-reviewed and indexed in Springer Nature.

DOI: 10.1007/S44163-025-00560-X →
05 WHAT I'VE BUILT
01
AI Infrastructure Generator
Points at any repository and automatically plans + generates production-ready Docker, Compose, Kubernetes, Helm, Terraform, and CI/CD configs using AI. Strict three-phase architecture: Understand → Plan → Generate. Full observability with Prometheus & Grafana.
2025 — MLOps / Automation
→
02
DL-In-Medic
Deep learning system for real-time dermatological screening using phone camera input with 3D augmentation and medical imaging classification.
2025 — Healthcare AI
→
03
INVI — Social Scraper
Automated web scraping system targeting social media platforms for structured data extraction, enabling downstream analytics and intelligence workflows.
2025 — Data Intelligence
→
04
NLP Intelligence Agent
Autonomous agent that captures meeting audio, transcribes speech-to-text, generates AI-powered summaries, and auto-distributes updates to participants.
2025 — NLP / Automation
→
SLAM Autonomous Bot
ROS2-powered indoor navigation robot using Simultaneous Localisation and Mapping (SLAM).
ROS2SLAMNavigation
F1 Strategy AI
Pit-stop optimisation engine using F1 telemetry datasets and race simulation algorithms.
PythonRLSimulation
Vehicle Predict
Deep Reinforcement Learning model for automotive fault detection and predictive maintenance.
Deep RLIoT
Water Quality Monitor
Raspberry Pi 5 multi-sensor IoT array for real-time environmental water safety analytics.
IoTSensors
Smart Parking System
IoT-based live parking occupancy tracking with ESP8266 and ThingSpeak cloud integration.
ESP8266ThingSpeak
Face Recognition Bot
Python-based real-time face identification and verification system.
Computer VisionDeep Learning
06 ACADEMIC
2021 – 2025
B.Tech in Computer Science
VIT Chennai — AI & Robotics
Currently graduating program focusing on AI theory, computational algorithms, and applied hardware robotics.
2019 – 2021
Class XII — CBSE
Suguna PIPS Coimbatore
2015 – 2019
Class X — CBSE
SN Trust Central School
07 CREDENTIALS
◆
Generative AI Engineering & Fine-Tuning Transformers
IBM • Mar 2026
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Machine Learning in Production
DeepLearning.AI • Mar 2026
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Google AI Essentials V1
Google • Dec 2025
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Problem Solving & Software Engineer
HackerRank • Aug 2025
◆
Enterprise Automation Certification
Workato • Jun 2023
◆
AI for Everyone
DeepLearning.AI • Feb 2023
08 LET'S CONNECT
I'm open to exciting roles in AI engineering, MLOps, software engineering, or research collaborations. Whether you have a project, opportunity, or just want to talk tech — reach out.
GETINTOUCH
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madhavsunil99@gmail.com
GITHUBLINKEDIN
Designed & built by Madhav Sunil · 2026 // Trivandrum & Chennai, India