event_availableHolds a Passport Talent Visa valid until 2028 location_onLille, France home_workHybrid / On-site workPermanent or freelance translateEnglish · French (professional) · Hindi (native)

Balyogi Mohan Dash · Machine Learning Engineer (PhD)

I build production-grade AI systems — from GenAI defect synthesis to LLM agentic pipelines — that cut costs and ship reliably.

ML Engineer with a PhD in Computer Science and 5+ years building production AI across computer vision and generative AI. Known for shipping end-to-end systems at Renault, Thales, SNCF, and Buawei — from diffusion-based defect synthesis to LLM-powered clinical automation.

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Balyogi Mohan Dash
5+
years of experience
6
expert-level skills
4
languages

Technical Expertise

Proven by experience

Python history 5 yrs · 3 roles PyTorch history 5 yrs · 3 roles Self-Supervised Learning history 2 yrs scikit-learn history 2 yrs Transformers history 2 yrs Diffusion Models history 2 yrs LoRA history 2 yrs ControlNet history 2 yrs Docker history 2 yrs · 2 roles OpenCV history 2 yrs Hugging Face (Transformers, Diffusers) history 2 yrs VectorDB history 2 yrs Optuna history 2 yrs TrOCR history 2 yrs IP-Adapter history 2 yrs LangChain history <1 yrs LangGraph history <1 yrs RAG history <1 yrs FastAPI history <1 yrs SQL history <1 yrs LLM Observability & Evaluation history <1 yrs

Also worked with

Computer Vision Fine-tuning Pandas NumPy Git TensorFlow CI/CD REST APIs Agentic Workflows

Projects

Reduced model training time by 90% on a production visual anomaly detection system by building a Transformer-based vision encoder with vector database retrieval at Buawei.

Improved downstream production defect classification accuracy by 34% by fine-tuning diffusion models with LoRA and synthesizing realistic industrial defect images using ControlNet and IP-Adapter.

Led a research-to-deployment collaboration with SNCF to build a physics-informed AI system for railway track monitoring that reduced false alarms and unnecessary safety inspections.

Timeline

2025–2026

Freelance AI Engineer · Stealth AI Startup

LangChain · LangGraph · FastAPI · Docker · PyTorch · SQL · RAG · ASR

  • Built an on-premise healthcare AI platform featuring German ASR fine-tuning, LLM-powered agentic pipelines for clinical transcription, and production-ready AI services with robust evaluation frameworks.
2024–now

Machine Learning Research Engineer · Buawei

PyTorch · Transformers · VectorDB · Docker · OpenCV · LoRA · Diffusion Models · ControlNet

  • Built and deployed production AI systems in industrial computer vision and generative AI, including a visual anomaly detection pipeline, diffusion-based synthetic defect generation, and OCR for tyre identification.
2021–2024

PhD Researcher · University of Lille

Self-Supervised Learning · PyTorch · Explainable AI · Fault Diagnosis · Python · scikit-learn

  • Conducted research on self-supervised learning and industrial fault diagnosis. First-authored 5 publications and led a research-to-deployment collaboration with SNCF on railway track monitoring.

Education & certifications

Degrees

PhD in Computer Science

University of Lille, CRIStAL Lab · 2021–2024

Master of Technology in Mechanical System Design

Indian Institute of Technology (IIT) Kharagpur · 2019–2021

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