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.
Teknisk expertis
Styrkt av erfarenhet
Har också arbetat med
Projekt
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.
Tidslinje
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.
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.
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.
Utbildning & certifikat
Examina
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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