AI/ML Engineer and PLM Architect with 13+ years of experience designing and delivering production software across enterprise PLM systems, cloud platforms, APIs, and DevOps pipelines. Hands-on Data Science & AI skills built through ~400 hours of intensive training at Le Wagon Paris, culminating in the end-to-end design and deployment of a physics-informed ML product on GCP.
Passionate about delivering quality PLM, AI & ML products in highly challenging and competitive environments. A proven team player with experience leading cross-functional, distributed teams across India, France, Australia, and Mauritius.
MLOps Engineer — Capstone Project, Le Wagon
Oct 2025 – Apr 2026 · Remote, ParisEngineered the backend for Aqua-Sim, a physics-informed aquaponics simulator delivering real-time water-quality monitoring, predictive inference, and what-if scenario analysis. Built and deployed FastAPI-based ML services on GCP Cloud Run with Docker, integrating simulation logic, model inference, and frontend connectivity. Designed a cloud-friendly model serving workflow that decoupled large prediction artefacts from the container image. Developed session-based simulation and prediction APIs to support interactive experimentation across key aquaponics variables and time horizons. Collaborated in an agile, cross-functional team to ship an end-to-end data product from architecture to live deployment.
Solutions Architect, xLM Europe
Sep 2022 – Mar 2025 · Toulouse, FranceArchitected a non-CAD data migration toolkit that successfully migrated thousands of records (Documents, Parts, Alternates) to 3DExperience Cloud with repeatable, auditable execution. Architected an AWS-native internal data migration product using S3, CloudFront, WAF, Cognito, and CloudWatch etc. Strengthened data mapping, validation, and reconciliation practices using EKL for Bell Helicopter enterprise product data. Validated XPDM methodologies for STD Part Management and delivered specifications for design review. Developed custom Drawing Templates (Frame, Title Block, Revision Block) with approval and tracking workflows for design teams.
Software Architect, Freelance
Nov 2021 – Aug 2022 · RemoteLed the development team implementing new customer requirements for 3DExperience R2019x; owned deployment to QAT and production environments. Contributed to a CI/CD roadmap for a large-scale digital transformation programme, aligning release automation, quality gates, and production readiness. Integrated the Kisters web viewer into a 3DDashboard widget to support 3D model viewing and Drawing Markup workflows. Managed customer service requests with DS support and reduced open ticket backlog through structured troubleshooting and stakeholder coordination.
Associate Software Architect, Processia Solutions
Aug 2020 – Sep 2021 · IndiaLed requirement-gathering workshops and authored technical specifications for Data Model, Part Management, and Change Management modules; drove them through design review to approval and closure. Served as Technical Lead for the development team, introducing Jira, Git workflows, and release-process best practices. Reduced deployment time by 50% through process improvements and automation recommendations. Advocated agile engineering practices across the team. Awarded 'Rising Star' at Processia Solutions, 2021.
Software Consultant, Dassault Systèmes
Nov 2019 – Apr 2020 · AustraliaWorked closely with Mine Engineers to define requirements and design solutions for a 3D Mine Model. Collaborated with cross-functional stakeholders (Mine Engineers, DS R&D, DS Sales, third-party vendors) to ensure value delivery aligned with the Value Engagement Framework. Designed, developed, and demonstrated Volume Computational Services for the 3D Mine Model using KAC, KAX, and EKL. Converted domain rules and engineering calculations into maintainable, reusable services.
Application Development Team Lead, Accenture
Dec 2016 – Sep 2019 · France · Mauritius · IndiaDevelopment team lead for a large strategic aerospace account (NIS CAD Authoring and Digital Integrated Process). Designed and implemented Business Logic and Rules to manage design data sets; built Data Transfer Business Logic for Import/Export, Data Exchange, and Data Collaboration. Implemented CAD authoring automation using KAC, KAX, EKL, Actions, and Reactions. Built an offshore development team from scratch and grew it to ~12 engineers. Actively led PI Planning, Sprint Planning, and System Demos. Developed low-level requirements for inbound/outbound custom application interfaces connected to 3DExperience R2016x. Awarded 'ACE FY19 Q1 (Client & Customer)' for delivering best business outcomes. Certified SAFe 4 Agilist.
Senior Software Engineer / PLM Consultant, Dassault Systèmes
Nov 2014 – Nov 2016PLM development and consultancy on 3DExperience platform implementations.
Senior Software Engineer, Capgemini
Oct 2012 – Oct 2014Software engineering and delivery within enterprise PLM programmes.
Concepteur développeur en intelligence artificielle et analyse big data
Oct 2025 – Apr 2026 · Le Wagon, Remote / ParisIntensive ~400-hour programme covering the full Data Science and Machine Learning stack: data wrangling, feature engineering, model training and evaluation, deep learning (CNNs, RNNs, Transformers), NLP, and MLOps. Capstone: end-to-end deployment of Aqua-Sim on GCP Cloud Run.
Bachelor of Technology in Computer Science & Engineering
May 2008 – Jun 2012 · Uttarakhand Technical University, India
- SAFe 4 Agilist — Scaled Agile Inc.
- SAFe 4 Practitioner — Scaled Agile Inc.
- 3DEXPERIENCE Architecture Fundamentals — Dassault Systèmes
- 3DEXPERIENCE Customization Fundamentals R2018X - Specialist — Dassault Systèmes
- 3DExperience (On-Premise & Cloud)
- ENOVIA V6 / CATIA V6
- MQL / EKL / TCL / Spinner
- Unified Typing / PnO
- FBDI / DBDI
- Triggers / JPO
- KAC / KAX
- UML / Draw.io / Value Engagement Framework
- Java / JSP
- Python
- JavaScript / VueJS
- REST / SOAP Web Services
- Widgets / UWA / Ajax
- HTML / CSS / XML / JSON
- Design Patterns
- Testing & Code Reviews
- GCP (Cloud Run, Cloud Storage, Compute)
- AWS (S3, CloudFront, Cognito, WAF)
- Terraform / Ansible
- Maven / Gradle / ANT
- Jenkins / JIRA / Confluence
- Docker
- Git / GitHub / Bitbucket
- Supabase
- Python (NumPy, Pandas, Scikit-learn)
- TensorFlow / Keras
- PyTorch
- Hugging Face Transformers
- LangChain
- NLP
- Deep Learning (CNNs, RNNs, Transformers)
- Reinforcement Learning
- Jupyter
- FastAPI
- Docker
- MLflow
- Prefect
- Model Serving
- Experiment Tracking
- Monitoring & Retraining
- CI/CD
- SQL & BigQuery
- Feature Engineering
- Model Evaluation
- Data Validation
- Streamlit
- Matplotlib / Plotly
- Global Experience: Lived and worked across India, France, Australia, and Mauritius, bringing a multicultural lens to collaborative and distributed teams.
- Athletics & Resilience: Completed two half-marathons. Currently training toward the UTMB ultra-trail (2028), a reflection of the long-horizon discipline and commitment I bring to every mission.
- Volunteering: Active volunteer at the Open Cultural Center via Tech Academy MigraCode Barcelona, teaching technical skills to migrants and refugees.