Madhukumara Narasimhan
Data Scientist @ Philips | Cloud, AI, Retrieval-Augmented Generation (RAG) & Agentic AI
- Role
- Data Scientist at Philips
- Location
- Tampa, FL, US
- LinkedIn followers
- 500 followers
About Madhukumara Narasimhan
Transforming Data into Revenue: Analytics Leader Specializing in KPI Development, Cloud Data Engineering, and AI/ML Pipeline ReadinessI am an accomplished Data Scientist and Analytics Manager with over 15 years of experience in the full data lifecycle, now specializing in the architecture and deployment of cutting-edge AI technologies, particularly Retrieval-Augmented Generation (RAG) systems.My deep experience in enterprise data platforms (Azure Data Factory, Databricks, Synapse, AWS, GCP) is critical for MLOps and LLM success. I focus on building the high-quality, scalable data foundation required for RAG, including:Data Ingestion & Chunking: Structuring and automating the extraction of unstructured data from diverse sources (documents, databases) using Python-based frameworks.Vectorization & Indexing: Designing efficient data models and pipelines to transform proprietary business data into high-performance vector stores (the \"Knowledge Base\" for RAG).Pipeline Orchestration: Leveraging Azure/Cloud certifications (Logic Apps, Function Apps) to automate the end-to-end RAG pipeline, ensuring real-time data synchronization and high-availability retrieval for LLMs.I am skilled at transitioning vague requirements into impactful tools and KPIs, and I apply this outcome-driven approach to AI deployment—ensuring that LLM applications are grounded, accurate, and directly support defined business outcomes across sales, service, and implementation. I am dedicated to architecting reliable, scalable, and secure AI solutions that drive measurable business value.
Experience
Data Scientist
Aug 2021 — Present · Tampa, FL, US
Education
Visvesvaraya Technological University
Bachelor of Engineering (B.E.), Electrical, Electronics and Communications Engineering
Skills
- Etl
- Business Intelligence
- Testing
- Unix
- Data Modeling
- Qlikview Development
- Shell Scripting
- Tableau
- Sql
- Qlikview
- Data Warehousing
- Informatica
- Oracle
- Requirements Analysis
- Microsoft Sql Server
- Integration
- Pl/Sql
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