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samyyy2311/README.md

Samarth Lad · samyyy2311

Building products that do what they're supposed to.

Website


Labelyze

Scan packaged products and check ingredients against FSSAI, EU & FDA standards.

Fully offline · No accounts · No cloud

Website GitHub Play Store

Flutter SQLite ML Kit


Marginn

Job costing and quoting platform for Indian fabrication shops.

Website

React TypeScript Vite Supabase


Supervised Learning · Employee Attrition Prediction

BITS Pilani BS Data Science & AI · Supervised Learning

Trained and compared 5 classification models (Logistic Regression, Decision Tree, Random Forest, Bagging, XGBoost) on the IBM HR Analytics dataset to predict employee attrition. Selected Logistic Regression as the final model based on best F1-score (0.4384), best ROC-AUC (0.8079), and smallest train-test accuracy gap (0.0417), indicating the strongest generalization among all models tested.

GitHub

Python Pandas NumPy scikit-learn XGBoost

Apex Project · Retail Inventory AI Pipeline

BITS Pilani BS Program · Trimester 3 · P4

End-to-end data cleaning and exploratory analysis pipeline for a retail transactions dataset.

12,575 rows → 11,362 cleaned records · Zero nulls · 3 analysis charts

GitHub Colab

Python Pandas scikit-learn Seaborn


Other Projects

NaviQ-Air

Feature Engineering

delulu.exe


Stack

Python Pandas scikit-learn Flutter Dart React TypeScript Supabase SQLite


currently building Labelyze and Marginn

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  1. CassetteCat CassetteCat Public

    CassetteCat is a simple, polished Android music player for your local library, Subsonic/Jellyfin servers, and internet radio, with synced lyrics, Android Auto, and a focus on a smooth listening exp…

    Kotlin 1