Looking for a job

Riya Singh

@riyasingh18

Message

I build high-throughput document intelligence and machine learning systems.

India

Message

What I'm looking for

I'm looking to build practical machine learning and document intelligence systems, especially in computer vision, NLP, RAG, and scalable model deployment.

At Miimansa AI, I fine-tune document intelligence models for medical workflows, achieving 95.8% accuracy on four-class medical document classification.

I optimized inference from 0.4 to 52 pages per second while removing LLM dependency and reducing inference cost. I also built a YOLO-based handwritten-versus-typed document routing layer that reaches 97% accuracy.

I develop end-to-end RAG and ML products, including a multimodal document intelligence system with hierarchical chunking, FAISS search, and a production-ready Streamlit interface. My clinical trial extraction pipeline uses chunking and embeddings to populate USDM JSON schemas.

I'm a Computer Science student at VIT Bhopal University and a Smart India Hackathon national finalist. I enjoy turning machine learning models into practical, scalable systems with measurable performance gains.

Experience

Work history, roles, and key accomplishments

Current

Data Scientist

Current

Miimansa AI

Oct 2025 - Present (1 year)

Fine-tuned a pretrained Microsoft DiT transformer for medical document classification, achieving 95.8% accuracy and optimizing inference throughput. Built a YOLO-based handwritten vs. typed document classifier and developed a clinical trial data extraction pipeline.