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Ayaan Shaikh

@ayaanshaikh

Machine learning engineer specializing in finding solutions to problems by leveraging's the us of AI/ML to atomate or make things easy to use.

India

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What I'm looking for

I am looking for a dynamic role that fosters growth in Machine Learning and Full-Stack Development, within a collaborative and innovative company culture.

Machine Learning Engineer specializing in NLP systems, Reinforcement learning and production ML deployment. Built RAG-based document intelligence systems and real-time inference pipelines using Python, PyTorch, and FastAPI. Strong foundation in vector databases, embedding models, and low-latency API design.

Experience

Work history, roles, and key accomplishments

Insurance Document Q&A System with RAG

Self Employed

Nov 2025 - Dec 2025 (1 month)

Built an end-to-end ML system using LLMs and semantic search to automate insurance claim decisions from natural language queries.
Implemented document chunking (500-char chunks), sentence-BERT embeddings, and vector search achieving 80%+ accuracy in entity extraction across 18 query formats.
Integrated OpenAI GPT-3.5 for intelligent decision-making with explainable clause-to-decision mapping.

Next.js Python BERT ChromaDB

Education

Degrees, certifications, and relevant coursework

Walchand Institute of Technology, Solapur University

B-Tech, Computer Science and Engineering

Grade: 9.4 CGPA

Currently pursuing a Bachelor of Technology in Computer Science and Engineering. The curriculum focuses on core computer science principles and advanced engineering concepts.

Walchand College of Arts and Science, Solapur

HSC 12th

Grade: 78.6%

Completed Higher Secondary Certificate (12th grade) at Walchand College of Arts and Science. Focused on a strong academic foundation in preparation for higher education.