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Riya Stanly - Data Science Intern

Riya Stanly

Intern Data Scientist specializing in machine learning, NLP, and LLM fine-tuning

SmollanGeorge Mason University2 Years ExperienceIntern LevelWorks On-Site

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About

Built a production-style AI meeting summarization and action-item extraction system (Azure Speech-to-Text + transformer summarization/NER) exposed via a Flask REST API, with explicit guardrails to prevent hallucinated tasks. Strong focus on reliability: modular agent/workflow design, precision-first evaluation with human-validated golden notes, and practical orchestration patterns (tool-augmented agents; ready to scale into Airflow/LangGraph/Prefect).

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Key Strengths

  • Built and deployed an AI meeting summarization system (summaries, action items, entities) with a Flask REST API
  • Handles long-context constraints via chunking and hierarchical summarization
  • Reduces hallucinated action items using NER + rule-based grounding constraints (verb/owner/sentence span)
  • Evaluation-driven development using human validation against manually annotated notes; prioritizes precision over recall
  • Designs modular, stateful AI agent workflows with guardrails and observable failure isolation
  • Test-driven model/prompt selection using fixed eval sets, ablations, and task-specific metrics
  • Translates non-technical stakeholder goals into prototypes and iterates to drive adoption

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Experience

Data Science InternSmollan · Jul 2022 – Jul 2024internship
Data Science InternAcmegrade · Dec 2022 – Feb 2023internship

Education

George Mason Universitymaster, Computer Science (Machine Learning) (2026)
Pillai College of Engineeringbachelor, Computer Engineering (Data Science) (2024)

Awards

  • Mastek Deep Blue Competition (Season 8) - Teams Meeting Summarization project

Skills

Agentic AIApache AirflowArtificial IntelligenceAutomationAWSBootstrapBusiness IntelligenceCC++ComplianceComputer VisionCross-Functional CollaborationCSSData AnalyticsData Engineering

Languages

English

Certifications

Google Data Analytics Professional Certificate (Coursera)Oracle Cloud Infrastructure 2025 Certified Data Science ProfessionalPython Data Structures & Algorithms (Udemy)C Programming Training (IIT Bombay)Oracle Cloud Infrastructure 2025 Certified Generative AI ProfessionalIntro to Snowflake for Devs, Data Scientists, Data Engineers (LinkedIn)Build AI Agents and Chatbots with LangGraph (LinkedIn)

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Data & AnalyticsAgentic AIApache AirflowArtificial IntelligenceAutomation

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Connect with Riya

Riya already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.

Typically responds within 24 hours

Recommended

Already have an account?

Hire with Reval

Find your next great hire

Our AI agents source, screen, and vet candidates for your open roles. Get qualified candidates within 48 hours.

$250one-time kickoff
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Riya StanlyIntern Data Scientist specializing in machine learning, NLP, and LLM fine-tuning