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Riya Firke

@riyafirke

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I build AI, data analytics, and blockchain applications that automate complex workflows.

India

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What I'm looking for

I'm looking to build practical AI, data analytics, or blockchain solutions where I can apply Python, ML, NLP, SQL, and cloud technologies while growing through hands-on collaboration and challenging technical work.

I built a Retrieval-Augmented Generation document retrieval system at VESIT using Python, Streamlit, Gemini API, and NLP. By implementing text chunking and vector embeddings for semantic search, I improved document query understanding across diverse document types.

My internship project earned 2nd place among all VESIT internship teams in January 2025. I also designed a Streamlit interface that made real-time document querying accessible to non-technical users.

Across projects, I’ve built an AI-integrated terminal with Random Forest command prediction and Gemini-powered contextual assistance, a permissioned Hyperledger Fabric crowdfunding platform, and a PostgreSQL sales analytics system. I enjoy combining machine learning, LLMs, SQL, and backend development to turn complex workflows into practical tools.

I’ve also led cross-functional student teams as Cultural In-charge at VESIT, coordinating college-wide cultural events across multiple student departments.

Experience

Work history, roles, and key accomplishments

Software Engineer Intern

VESIT

Dec 2024 - Jan 2025 (1 month)

Built a RAG pipeline for document retrieval, improving query understanding and accuracy. Designed an interactive Streamlit interface for real-time document querying, finishing 2nd in the internship project competition.

Python Streamlit Gemini API NLP RAG Semantic Search