Open to new opportunities

Eniyan
Ezhilan Sumathi

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Data Scientist pursuing a Master's at the University of Maryland. I build intelligent systems — from computer vision pipelines on AWS to LLM-powered research tools — that turn messy real-world data into decisions that matter.

2+Years Experience
10+ML Projects
3Certifications
1Publication
Eniyan Ezhilan Sumathi

Experience

Data Science Intern
Highbrow Technology Inc. · North Carolina, USA
Deployed real-time computer vision pipelines on AWS using YOLO & ViT for tracking and anomaly detection across 50+ surveillance feeds.
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📅 Jun 2025 – Aug 2025
Graduate Research Assistant
University of Maryland Counseling Center · College Park, MD
Built ETL pipelines, ML models (85% accuracy), and Power BI dashboards on 100,000+ records to drive counseling center decisions.
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📅 Dec 2024 – Present

Skills & Tech Stack

🐍
Programming & Tools
PythonSQLPySparkFlaskSnowflakeAWSDatabricksExcel
🤖
Machine Learning & AI
Deep LearningNeural NetworksNLPComputer VisionMLOpsTime SeriesA/B Testing
📚
Libraries & Frameworks
Scikit-learnTensorFlowPandasNumPyLangChainOpenCVYOLOMatplotlib
📊
Data & Analytics
Power BIETL PipelinesFeature EngineeringEDAData VisualizationHypothesis Testing
⚙️
Engineering & DevOps
Git & GitHubCI/CDDockerAgileCloud Deployment
🧠
GenAI & LLMs
OpenAI APILangChainFAISSRAG PipelinesPrompt EngineeringStreamlit

Projects

💬
LLM-Powered Financial News Research Tool
May 2025

Built RockyBot — a LangChain-powered retrieval pipeline analyzing insights from 5,000+ financial articles using OpenAI embeddings and FAISS for sub-second semantic search. Achieved 95% retrieval accuracy.

LangChainOpenAIFAISSStreamlitRAG
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📡
Telecom Customer Churn Prediction & Analytics
Jan 2025

Built an ETL pipeline in SQL Server processing 1M+ telecom records, improving query performance by 45%. Integrated a 92% accurate Random Forest model into an interactive Power BI dashboard.

PythonSQL ServerPower BIScikit-learnRandom Forest
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📈
Sales & Profitability Analytics Dashboard
Nov 2024

Created a Power BI dashboard analyzing $30M in total sales. Tracked YTD, PYTD, GP%, and Sales Quantity across countries and product types, improving report speed by 25%.

Power BIDAXPower QueryData Modeling
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🎓
Student Performance Prediction System
Jun 2024

End-to-end ML pipeline achieving 92% accuracy. Engineered custom logging, exception handling, and containerized with Docker for deployment across 10+ machines.

PythonScikit-learnDockerMLOps
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🐾
Agricultural Land Protection — Animal Detection
May 2024

AI-driven YOLO model detecting animals in real-time with 85% accuracy. Reduced false positives by 30% and integrated with alarms and ultrasonic systems, cutting crop damage by 40%.

YOLOComputer VisionPythonReal-time Detection
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🏦
Money Laundering Detection
2023

Anomaly detection system using PySpark, SQL, and AWS achieving 98% accuracy. Processed large-scale financial transaction data to flag suspicious patterns in real time.

PySparkAWSSQLAnomaly Detection
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Education

Master's
Master of Science in Data Science
University of Maryland, College Park
Aug 2024 – May 2026
GPA: 3.82 / 4.0
Coursework: Data Management & Visualization, Probability & Statistics, Machine Learning, Big Data Systems
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Bachelor's
B.E. in Electrical & Electronic Engineering
Sri Krishna College of Engineering and Technology, Coimbatore
Jun 2020 – May 2024
CGPA: 8.61 / 10
Coursework: Data Structures & Algorithms, Python, Java, Machine Learning Applications in Energy Systems
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☁️ AWS Certified Cloud Practitioner
🤖 AWS Certified AI Practitioner
📊 Google Data Analytics — Coursera

Awards & Publications

🏆
Hackathon Winner — Technocraft
Alumni Association of COEP, Pune · May 2023
Secured 2nd place ($300 prize) among 50+ teams presenting innovative AI solutions for real-world agricultural challenges.
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📄
Research Publication
A Journal for New Zealand Herpetology · Vol 12, Issue 03, 2023
Published "Safeguarding Agricultural Lands against Animal Incursion" — pp. 753–763, ISSN: 2230-5807.
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Beyond Work

Soccer
Soccer has been my favourite game since childhood. There's something about the flow, the passion, and the energy of the game that never gets old.
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🍛
Cooking Together
I love cooking new dishes every time and tasting the flavours — exploring different cuisines and combinations is something I genuinely enjoy.
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🎬
Movies & Music
Movies and songs help me unwind and soothe my mood. I love watching films with my favourite people and listening to my favourite songs quietly on my own.
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Let's Work Together

I'm open to full-time roles, internships, and research collaborations in Data Science and ML. Based in College Park, MD — open to relocation.