GitWorks

Data Scientist

https://talent.gravityer.com/gitworks

A Machine Learning developer who is motivated to become a pioneer in the field.

Chennai, Tamil Nadu, India

Key Strengths

Demonstrated proficiency in Python for machine learning and data science projects, including LLM fine-tuning and robust representation learning.
Experience with PyTorch for deep learning model development.
Familiarity with Docker for containerization, indicating an understanding of deployment practices.
Exposure to MLOps concepts through projects like 'Distributionally-Robust-Representation-Learning-Framework' which is described as 'production-ready'.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's projects are primarily personal and demonstrate a strong interest in machine learning and web development. The 'LLM-SFT-DPO-PEFT' and 'Distributionally-Robust-Representation-Learning-Framework' projects align well with a Data Scientist role, showcasing initiative and self-directed learning. However, the overall project diversity leans heavily towards personal projects with limited information on collaborative or team-based work, which might impact cultural fit in a highly collaborative environment. The experience level is listed as 0, which suggests a junior profile, potentially impacting fit for a senior Data Scientist role without further validation.

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.

AI is analyzing your overall score…

Identifying your key strengths…

Evaluating your skill match against the job requirements…

Assessing your cultural and operational fit

Projects

playto-payout

April 27, 2026 – Present

Payout engine for Playto Pay. Django and Celery backend with idempotent payouts and row-level locking, React dashboard.

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sap-order-to-cash-graph

March 24, 2026 – Present

sap-order-to-cash-graph — GitHub repository

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YConnect

March 11, 2026 – Present

YConnect — GitHub repository

View Project

freelancing-portfolio

February 25, 2026 – Present

freelancing-portfolio — GitHub repository

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Distributionally-Robust-Representation-Learning-Framework

December 15, 2025 – Present

A modular, production-ready PyTorch framework for learning robust representations that generalize under distribution shift. Implements state-of-the-art robust training methods including ERM, SAM, and GroupDRO.

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skills-hello-github-actions

December 15, 2025 – Present

Exercise: Create and run a GitHub Actions Workflow

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avocco-web

December 2, 2025 – December 9, 2025

avocco-web — GitHub repository

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Portfolio

November 27, 2025 – Present

Using vercel to create a personal portfolio

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MedTech

April 2, 2024 – May 5, 2024

MedTech — GitHub repository

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LLM-SFT-DPO-PEFT

October 5, 2023 – October 26, 2023

Mistral 7b - SFT on Alpaca + PEFT + DPO on HH-RLHF.

View Project

Key Strengths

Demonstrated proficiency in Python for machine learning and data science projects, including LLM fine-tuning and robust representation learning.
Experience with PyTorch for deep learning model development.
Familiarity with Docker for containerization, indicating an understanding of deployment practices.
Exposure to MLOps concepts through projects like 'Distributionally-Robust-Representation-Learning-Framework' which is described as 'production-ready'.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.

GitWorks

Key Strengths

Cultural & Operational Fit

Top Skills

Skills

Projects

Key Strengths

Cultural & Operational Fit