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Padmil NayakPN
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Padmil Nayak

@padmilnayak

Applied ML Engineer at Protocol Zone Pvt. Ltd. who developed Drishti AI, a production RAG system for grounded analysis.

India
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At Protocol Zone Pvt. Ltd., I developed Drishti AI, a production RAG system that routes requests to text-to-SQL over MySQL or semantic retrieval, then generates grounded analytical summaries. I also built a real-time event-timing prediction service that serves more than 4,000 live events daily.

I deployed prediction services on GCP and improved outcome-ranking accuracy by 18% through model benchmarking. I also re-architected legacy feature computation, cutting pipeline runtime by 40%.

At National Institute of Technology, Andhra Pradesh, I developed approximate inference algorithms for Bayesian networks and probabilistic graphical models. My research has resulted in two peer-reviewed papers, and my projects include Cortex, an AI video knowledge assistant, and Clix, an offline multimodal search engine.

Experience

Work history, roles, and key accomplishments

PL
Current

Data Scientist

Protocol Zone Pvt. Ltd.

Jul 2024 - Present (2 years 3 months)

Developed Drishti AI, a production RAG system using LangChain and Qdrant with an LLM-based query router. Built a real-time event-timing prediction service serving 4,000+ live events daily and deployed on GCP with Cloud Run, Docker, and Kubernetes.

NP

Research Fellow

National Institute of Technology, Andhra Pradesh

Apr 2023 - Jun 2024 (1 year 2 months)

Developed approximate inference algorithms for Bayesian networks and probabilistic graphical models under strict compute constraints. Proposed and proved a novel segmentation-based transformation that reduces computational resources while preserving accuracy.

Education

Degrees, certifications, and relevant coursework

NP

National Institute of Technology, Andhra Pradesh

Master of Technology, Computer Science and Data Analytics

2022 - 2024

Grade: 9.15/10

Pursued a Master of Technology in Computer Science and Data Analytics, achieving a CGPA of 9.15/10.

AB

Alliance University, Bengaluru

Bachelor of Technology, Aerospace Engineering

2016 - 2020

Grade: 3.7/4

Earned a Bachelor of Technology in Aerospace Engineering with a CGPA of 3.7/4.

NP

NPTEL

Applied Accelerated Artificial Intelligence, Artificial Intelligence

Completed the Applied Accelerated Artificial Intelligence certification from NPTEL.

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