Skip to main content
Ria MunshiRM
Looking for a job

Ria Munshi

@riamunshi

Data Scientist specializing in Agentic AI, LLMs, and ML, building production-grade AI solutions across healthcare and financial services.

India
Message

I'm a Data Scientist at HiLabs, specializing in Agentic AI, Generative AI, and applied Machine Learning. I graduated from BITS Pilani with a B.E. (Hons.) in Mechanical Engineering and a minor in Data Science, where I developed a strong foundation in machine learning, deep learning, statistics, and optimization.

My experience spans healthcare technology, financial services, and AI-driven automation. At HiLabs, I build production-grade AI systems, including a multi-agent QA automation platform that reduced test-suite turnaround time from 4–5 days to just 5–6 hours. I've also optimized LLM-powered data extraction pipelines, reducing processing time from 13 seconds to 3 seconds and cost per document from $1.40 to $0.80.

Previously, as a Data Science Intern at Franklin Templeton, I developed machine learning models for fixed-income analytics, built portfolio optimization frameworks using Monte Carlo simulations and Black-Litterman-based return estimates, and automated CLO primary-market data collection, delivering approximately $30,000 in annual savings. At Consat Orahi, I built a Retrieval-Augmented Generation (RAG) assistant and a multi-agent text-to-SQL workflow to automate information retrieval and analytics.

My technical interests include agentic AI systems, LLM reasoning and evaluation, RAG, multi-agent architectures, model optimization, and applied ML. I also explored reasoning fidelity in quantized small language models, benchmarking quantization and inference-time techniques and fine-tuning models using GRPO and LoRA.

I enjoy solving complex, real-world problems by combining rigorous data science with practical software engineering. My toolkit includes Python, SQL, PyTorch, TensorFlow, scikit-learn, Hugging Face Transformers, FastAPI, Docker, and AWS.

I'm particularly interested in opportunities across Data Science, Machine Learning Engineering, Applied AI, and Generative AI, where I can build scalable, reliable AI products and translate research and experimentation into measurable business impact.

Experience

Work history, roles, and key accomplishments

CO

Generative AI Intern

Consat ORAHI

May 2025 - Jul 2025 (2 months)

Built an AI Telematics Support Assistant using RAG architecture with contextual memory, achieving ~90% response accuracy. Implemented a multi-agent text-to-SQL workflow for automated data retrieval and visualization.

Education

Degrees, certifications, and relevant coursework

Birla Institute of Technology and Science (BITS), Pilani logoBP

Birla Institute of Technology and Science (BITS), Pilani

Bachelor of Engineering (Hons.), Mechanical Engineering

2022 - 2026

Grade: 8.63/10.00

Activities and societies: Department of Art, Design and Publicity; National Service Scheme (NSS)

Pursuing a Bachelor of Engineering (Hons.) in Mechanical Engineering with a minor in Data Science, achieving a CGPA of 8.63/10.00 and a minor CGPA of 9.80/10.00.
Coursework: Applied Statistical Methods, Deep Learning, Machine Learning, Intro to LLMs, Foundations of Data Science

Interested in hiring Ria?

You can contact Ria and 90k+ other talented remote workers on Himalayas.

Message Ria

People also viewed

View all talent

Get matched with your dream remote job

Sign up now and join over 250,000+ remote workers who receive personalized job alerts, curated job matches, and more for free!

Sign up
Himalayas profile for an example user named Frankie Sullivan