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imnxr/README.md

Muhammad Mansoor Ur Rehman

Software Engineering Student · AI/ML · Python · Full-Stack

LinkedIn · GitHub · Email

Typing intro

About Me

I'm a Software Engineering student who enjoys turning real problems into useful software. My main interests are machine learning, applied AI, Python, intelligent automation, and full-stack development.

I like projects where software has to do more than simply work: it should be understandable, testable, and useful to someone.

Featured Work

🤖 DecisAI

AI-assisted procurement intelligence

An end-to-end platform for RFPs, RFQs, and tenders. It combines document extraction, RAG-based evidence retrieval, compliance analysis, grounded LLM generation, ML scoring, and human-confirmed GO / NO-GO decisions.

React FastAPI Python ChromaDB SentenceTransformers Ollama

View project →

📈 Spotter Freight Rate ML

Time-aware machine learning

A freight-rate prediction project using chronological validation instead of random splitting. After comparing multiple approaches, the selected standardized Ridge model achieved a USD 141.29 mean MAE across the September and October holdouts.

Python pandas scikit-learn Ridge Regression

View project →

🔔 Enrollment Monitor

Automation with real-time alerts

A Python + Playwright utility that monitors an authorized enrollment page, detects meaningful state changes, confirms openings, and sends phone alerts so the user does not have to keep refreshing manually.

Python Playwright Chromium ntfy

View project →

🧠 Bubble Sort Variants Analysis

Algorithms + experimentation

A comparative study of six sorting variants across different input distributions, including a proposed Adaptive Comb Sort hybrid combining gap reduction, bidirectional traversal, and early termination.

C++17 Algorithms Benchmarking Analysis

View project →

Tech Stack

Technology stack

Also working with scikit-learn · pandas · ChromaDB · Ollama · Playwright

What I'm Exploring

AI / ML
Model selection
Validation
Feature engineering
Generative AI
RAG
Grounded generation
Local LLMs
Software Engineering
APIs
Testing
Architecture

More Projects

Connect Four AI · Tic-Tac-Toe AI · Pakistan Railways UX Redesign · Campus Hostel LAN · Hostel Management System · Hangman Game

Explore all repositories →

Contribution Graph

GitHub contribution graph


Build more. Ship more. Understand what I build.

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  1. connect-four-ai-minimax connect-four-ai-minimax Public

    A polished Connect Four game built with Python and Pygame, featuring Minimax AI, Alpha-Beta pruning, and multiple difficulty levels.

    Python 2

  2. hangman-game hangman-game Public

    A 100-level Hangman browser game built with HTML, CSS, and JavaScript, featuring clue letters, unlockable hints, and a polished 16:9 desktop layout. Website

    JavaScript 2

  3. pakistan-railways-ux-redesign pakistan-railways-ux-redesign Public

    Usability evaluation and complete UX/UI redesign of Pakistan Railways’ RABTA e-ticketing platform using Nielsen’s Heuristic Evaluation and Figma prototypes.

    2

  4. hostel-management-system hostel-management-system Public

    Console-based Hostel Management System in C++ demonstrating OOP inheritance, polymorphism, templates, and file I/O

    C++ 2