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shreya bhat

Data Scientist | AI systems | SQL | Python | Turning Data into Business Insights

Greater Bengaluru Area

1+ year of work experience

Cipla ALIVE
Jul 20241 yr 1 moJul 2025

Goa, India

🔹Built a RAG-based equipment knowledge system using LangChain and pgvector, embedding maintenance logs and SOPs into a PostgreSQL vector store to enable engineers to query fault history and retrieve context-aware repair recommendations, reducing troubleshooting time by 15%. 🔹Built an LLM-powered anomaly alerting pipeline combining time-series fault detection on 50+ BMS/SCADA instrument streams with RAG-retrieved equipment manuals, automatically generating failure alerts and maintenance actions, reducing instrument downtime by 6 hrs/quarter. 🔹Evaluated and optimized the RAG pipeline using RAGAS metrics (faithfulness, context recall, answer relevancy) with Sentence Transformers embeddings, ensuring reliable retrieval across 10+ critical equipment units and improving OEE by 12% in a GMP-regulated environment.

shreya’s AI Stack

hugging face
hugging face
langchain
langchain
langgraph
langgraph
openai
openai

Education

Great learning

Post Graduate Program, Data Science with specialization in GenAI

Great learning

20251 yr2026
Bangalore institute of technology

Bachelor of Engineering - BE, Electronic and instrumentation engineering

Bangalore institute of technology

20204 yrs2024

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Headline

Data Scientist | AI systems | SQL | Python | Turning Data into Business Insights

About

Data Science and AI Engineer with a strong foundation in Electronics & Instrumentation and hands-on experience building real-world machine learning and GenAI solutions. I specialize in turning raw data into actionable insights and deploying end-to-end AI systems from data preprocessing and modeling to APIs and production apps. 🔹 Experience with Python, SQL, Scikit-learn, TensorFlow, NLP, RAG, and GenAI 🔹 Built projects in synthetic data generation, hallucination detection, fraud detection, and AI chatbots 🔹 Industry experience at Cipla working with BMS/SCADA systems and real-time process analytics I enjoy solving practical problems using AI and am actively seeking opportunities in Data Science, Machine Learning, and GenAI engineering.

Location

Greater Bengaluru Area

AI stack

hugging face

langchain

langgraph

openai

Work experience

Engineering Trainee at Cipla ALIVE, Jul 2024 - Jul 2025 · 1 yr 1 mo, Goa, India, 🔹Built a RAG-based equipment knowledge system using LangChain and pgvector, embedding maintenance logs and SOPs into a PostgreSQL vector store to enable engineers to query fault history and retrieve context-aware repair recommendations, reducing troubleshooting time by 15%. 🔹Built an LLM-powered anomaly alerting pipeline combining time-series fault detection on 50+ BMS/SCADA instrument streams with RAG-retrieved equipment manuals, automatically generating failure alerts and maintenance actions, reducing instrument downtime by 6 hrs/quarter. 🔹Evaluated and optimized the RAG pipeline using RAGAS metrics (faithfulness, context recall, answer relevancy) with Sentence Transformers embeddings, ensuring reliable retrieval across 10+ critical equipment units and improving OEE by 12% in a GMP-regulated environment.

Education

Post Graduate Program, Data Science with specialization in GenAI, Great learning

Bachelor of Engineering - BE, Electronic and instrumentation engineering, Bangalore institute of technology

shreya bhat - Engineering Trainee in Greater Bengaluru Area | Tal