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Shreya Nair

@shreyanair4

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Data Scientist candidate with Innodata AI/LLM experience who achieved 93% accuracy predicting employee performance.

India

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What I'm looking for

I'm seeking a Data Scientist role where I can apply analytical and data-driven problem-solving skills to real-world challenges.

At Innodata India Pvt. Ltd., I developed and validated domain-specific physics datasets for AI/LLM applications, including MSc-level question-and-answer pairs. I also annotated and validated data and structured scientific content for AI systems.

On data science projects with Rubixe, I built and evaluated classification and regression models, including a customer churn model that achieved 95.65% accuracy. My projects also included vaccine uptake and house price prediction.

For an IABAC project, I developed an employee performance prediction model that achieved 93% accuracy and an F1-score of 0.87. I hold an MSc in Physics from CHRIST (Deemed to be University) and am seeking a Data Scientist role where I can apply analytical and data-driven problem-solving to real-world challenges.

Experience

Work history, roles, and key accomplishments

AI/LLM Analyst

Innodata India Pvt. Ltd.

Jan 2026 - Sep 2026 (8 months)

Developed and validated domain-specific physics datasets for AI/LLM applications, including MSc-level question-answer pairs. Performed data annotation and validation to ensure accuracy and consistency.

Data Annotation Data Validation Data Set Development Physics AI LLM Analytical Problem Solving Cross Functional Collaboration

Data Science Consultant

Rubixe

Jul 2025 - Jan 2026 (6 months)

Built and evaluated machine learning models for classification and regression tasks across multiple projects. Performed data preprocessing, exploratory data analysis, and feature engineering.

Machine Learning Classification regression data preprocessing EDA Feature Engineering Cross Validation & Model Tuning Python scikit learn Pandas NumPy Matplotlib SeaBorn

Subject Matter Expert (Physics)

QA Solvers

May 2025 - Jul 2025 (2 months)

Solved advanced physics problems and developed structured, step-by-step analytical solutions. Ensured conceptual accuracy and clarity across undergraduate and postgraduate-level topics.

Physics Analytical Problem Solving Technical Writer LaTeX