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charan UserCU
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charan User

@charanuser3

I build production-ready machine learning systems for medical imaging, forecasting, and recommendation-driven products.

India
Message

What I'm looking for

I'm looking to build production machine learning systems where rigorous validation, real-world metrics, and deployment matter as much as model performance.

I'm a third-year Computer Science student focused on AI and Machine Learning, building end-to-end systems that reach production rather than stopping at a notebook metric.

I built and deployed an RSNA pneumonia screening application using PyTorch, FastAPI, React, Docker, and Azure. By fixing an image-cropping issue and preventing patient-level leakage, I achieved 83% pneumonia recall, 0.79 F1, and 86% accuracy on 1,836 held-out studies.

I've also built a LightGBM sales forecasting pipeline across roughly 3,000 store-department series and an XGBoost churn model with 94.74% F1. My work emphasizes leakage-free validation, practical metrics, and production deployment.

Experience

Work history, roles, and key accomplishments

Education

Degrees, certifications, and relevant coursework

GD Goenka University logoGU

GD Goenka University

Bachelor of Technology, Computer Science Engineering (AI & Machine Learning)

Grade: 8.98/10.0

Pursuing a B.Tech in Computer Science Engineering with a focus on AI and Machine Learning, maintaining a CGPA of 8.98/10.0.

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