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711nishtha/README.md

Hey, I'm Nishtha

Reverse-engineering how data turns into intelligence

πŸŽ“ B.Tech CSE (Big Data & Analytics) | 1st Year
πŸ’‘ Building from insights β†’ pipelines β†’ systems
☁️ Exploring Data Engineering · ML · Cloud · AI Systems


What I’m Doing Right Now

  • Understanding how data flows, scales, and powers intelligence
  • Experimenting with data pipelines, ETL workflows, and ML engineering
  • Active on Kaggle and GitHub β€” documenting my learning-in-public journey
  • Shifting focus from pure ML β†’ systems that make ML possible

Tech Stack

Languages: Python Β· SQL Β· HTML/CSS Β· C Β· JavaScript
Libraries/Frameworks: Pandas Β· NumPy Β· Matplotlib Β· Seaborn Β· Scikit-learn Β· LightGBM Β· XGBoost Β· TensorFlow (basics)
Tools: Git Β· GitHub Β· Tableau Β· Kaggle Β· VS Code Β· Jupyter


Projects

Project Description
Financial Fraud Detection Model Built ML pipeline on 6.36M transactions (Recall 99.6%, AUC 0.999). Identified key fraud indicators, engineered 24+ features, projected $12B+ annual savings.
Titanic Survival Prediction (EDA + LightGBM) Beginner Kaggle comp turned deep dive. Multiple iterations β†’ final EDA + ML notebook scoring 0.77.
Calories Burnt Prediction Regression model on workout data (Kaggle comp).

More repos being migrated from Kaggle β†’ GitHub soon.


Elsewhere

Systems over hype.

@711nishtha's activity is private