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Mansehaj12/README.md

๐Ÿ‘‹ Welcome to my GitHub Profile!

Typing SVG

Computer Engineering Undergraduate (TIET Patiala '27)
Passionate about Software Engineering, Machine Learning, Telemetry Simulation, and Game Analytics.

LinkedIn Email GitHub


๐ŸŒŸ About Me

I am a results-driven Computer Engineering student at Thapar Institute of Engineering and Technology (TIET) with a strong foundation in building data-driven full-stack applications, interactive telemetry simulators, and machine learning pipelines.

  • ๐ŸŽ“ Education: B.E. in Computer Engineering (2023 - 2027)
  • ๐Ÿง  Focus Areas: Object-Oriented Programming (OOP), Data Structures & Algorithms, REST APIs, and automation.
  • ๐Ÿ† Credentials: Globally ranked Kaggle Expert (Datasets & Notebooks), NVIDIA Certified in Deep Learning.
  • โšก Fun Fact: I love digging deep into gaming telemetry and metrics, translating raw player behavior logs into churn-prediction engines.

๐Ÿ› ๏ธ Tech Ecosystem

๐Ÿ’ป Languages

Python JavaScript C++ C# SQL R

โš™๏ธ Backend & Databases

Node.js Express Flask FastAPI MySQL PostgreSQL

๐ŸŽจ Frontend & Data Viz

React Next.js Tailwind HTML5 CSS3 Recharts

๐Ÿ“Š AI, ML & Tools

PyTorch Scikit-Learn Pandas NumPy Git CI/CD


๐Ÿ“‚ Highlighted Projects

1. PowerMRO โš™๏ธ โ€” Telemetry & Equipment Health Dashboard

Full-stack control room dashboard that monitors industrial telemetry and predicts equipment faults.

  • Tech Stack: Next.js, TypeScript, Tailwind CSS, Recharts, React Hooks, CI/CD (GitHub Actions / Vercel)
  • Telemetry Engine: Simulated live sensor streams (Temperature, Pressure, Vibration) and automated threshold-crossing alerts.
  • RUL Engine: Calculated Remaining Useful Life (RUL) of machine units utilizing historical failure intervals for predictive maintenance.
  • Visual Analytics: Interactive dashboards displaying fleet downtime, repairs cost, and fault distribution charts.

2. GameIQ ๐ŸŽฎ โ€” Player Behavior Analytics & Churn Prediction

End-to-end Machine Learning pipeline and API validating player retention telemetry.

  • Tech Stack: Python, Flask, Scikit-Learn, Pandas, Random Forest Classifier, REST APIs
  • Predictive Accuracy: Deployed model predicting user churn for 90,000+ mobile game users at 86.8% accuracy.
  • Automated Pipeline: Formulated data ingestion, cleaning, feature engineering, and inference REST API scripts in Python.
  • Retention Insight: Analyzed key retention drivers, identifying A/B testing thresholds like game gate placements.

3. Interactive Weather & Environmental Dashboard ๐ŸŒฆ๏ธ

Highly responsive API-driven frontend dashboard demonstrating clean asynchronous execution.

  • Tech Stack: JavaScript (ES6+), REST APIs (OpenWeather), HTML5/CSS3, DOM Manipulation
  • Robust Client Integration: Designed with strict promise handling, custom local preferences caching, and custom fallback error flows for edge cases.

๐Ÿ† Key Milestones

  • ๐ŸŒ Kaggle Expert: Consistently competed on datasets and notebook validations, ranking in the top tier globally (80%+ towards Master).
  • ๐Ÿง  NVIDIA DLI Certified: Certified by the NVIDIA Deep Learning Institute in Fundamentals of Deep Learning.
  • ๐ŸŽฏ DSA Solver: Solved 200+ complex challenges across competitive coding platforms, honing OOP and logical structures.

๐Ÿ“Š Git Metrics & Analytics

GitHub Stats Top Languages
Streak Stats

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  1. Personal_Portfolio Personal_Portfolio Public

    JavaScript

  2. Currency-Converter Currency-Converter Public

    A modern, real-time currency converter built with glassmorphism UI, vanilla JavaScript, and ExchangeRate-API

    JavaScript

  3. expensio expensio Public

    Smart Expense Tracker Dashboard built with HTML, CSS, and JS

    JavaScript

  4. weather-web-dashboard weather-web-dashboard Public

    JavaScript

  5. PowerMRO PowerMRO Public

    TypeScript

  6. GameIQ-Player-Churn-Prediction GameIQ-Player-Churn-Prediction Public

    End-to-end ML + Full Stack Project for Player Churn Prediction

    Python