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Ru-1234/README.md

Romaisa

AI student at FAST-NUCES exploring machine learning, computer vision, and applied AI systems through projects.


Projects

Online News Popularity — ML & Statistical Analysis

🔗 GitHub Repository: https://github.com/Ru-1234/online-news-popularity

Machine learning pipeline for predicting news article virality using ~39K samples.

  • Data preprocessing and feature engineering
  • Statistical analysis (correlation analysis, t-tests)
  • Regression and classification modeling
  • Model evaluation with error analysis and performance comparison
  • Feature impact analysis on virality prediction

Stack: Python · Pandas · NumPy · scikit-learn · Stats methods


Cinematic Intelligence System — OEL AI Lab

🔗 GitHub Repository: https://github.com/Ru-1234/cinematic-intelligence-system

Multimodal AI pipeline for video understanding and cinematic trailer generation.

  • YOLO11 detection with ROI darkening on full-length videos
  • Feature extraction (motion, brightness, object density, scene cut rate) + Logistic Regression clip classification
  • Greedy top-5 clip selection with creepy per-frame effects
  • BLIP captioning --> horror NLP transform --> Pillow text overlay
  • Coqui TTS narration (pitch shift + reverb + whisper) mixed with programmatic drone/heartbeat music
  • FFmpeg final export

Stack: Python · YOLO11 · OpenCV · scikit-learn · MoviePy · BLIP · Coqui TTS · Pillow · SciPy · FFmpeg


n8n Automation Collection

🔗 GitHub Repository: https://github.com/Ru-1234/n8n-automation-collection

Event-driven automation system built using APIs, webhooks, and scheduled workflows.

  • Automated workflows using n8n
  • Integration with Google Sheets, MySQL, Gmail API
  • Webhook-based event triggers
  • Scheduled task automation (cron-based pipelines)

Stack: n8n · REST APIs · MySQL · Google Sheets · OAuth · JavaScript


UstaadHub

🔗 GitHub Repository: https://github.com/CoderMalaika-dotcom/Ustaad-Hub

Cross-platform service booking application built using .NET MAUI.

  • GPS-based service provider discovery
  • Secure booking system with user-provider interaction
  • UI and backend logic implementation
  • Local data storage using SQLite

Stack: C# · .NET MAUI · XAML · SQLite


Cherry Hydration Website

🔗 GitHub Repository: https://github.com/Ru-1234/Cherry-Hydration-Website

Responsive multi-page website developed as a university web project.

  • Frontend layout and responsive design implementation
  • Multi-page navigation and UI structuring

Stack: HTML · CSS · JavaScript


Xonix / Subway Surfers (Game Development)

🔗 GitHub Repository:

Arcade-style games implementing real-time interaction systems.

  • Collision detection and sprite animation
  • Score tracking and game loop logic
  • Real-time gameplay mechanics

Stack: C++ · Game logic fundamentals


Rush Hour (Assembly Project)

🔗 GitHub Repository: https://github.com/Ru-1234/Rush-Hour-Taxi_assemblyLanguage

Sliding-block puzzle game implemented in x86 Assembly (Irvine32).

  • Low-level memory and register manipulation
  • Game logic implemented without high-level abstractions
  • Performance-conscious control flow design

Stack: x86 Assembly · Irvine32


Technical Stack

Domain Technologies
Programming Python, C++, C#
Web / Frontend HTML, CSS
Machine Learning & AI scikit-learn, OpenCV, YOLO11
Data Handling Pandas, NumPy
Data Science EDA, Feature Engineering, Regression, Classification, Statistical Testing
Automation / Backend n8n, REST APIs, Webhooks, Google Sheets, OAuth, Cron jobs
Software Development .NET MAUI, XAML, SQLite
Tools & Workflow Git, GitHub

Contact

📬 romaisaishaq037@gmail.com
🔗 LinkedIn


Pinned Loading

  1. online-news-popularity online-news-popularity Public

    ML and statistical analysis project predicting online news popularity using regression, classification, EDA, preprocessing, and hypothesis testing on the UCI Online News Popularity dataset.

    Jupyter Notebook 1

  2. n8n-automation-collection n8n-automation-collection Public

    A collection of automation workflows built with n8n covering API integrations, data processing, cloud services, and workflow automation for real-world use cases.

  3. Ustaad-Hub Ustaad-Hub Public

    Forked from CoderMalaika-dotcom/Ustaad-Hub

    Ustaad Hub — Connecting users with verified local service providers (plumbers, electricians, carpenters) via voice commands, GPS tracking, and secure booking.

    C#

  4. IFAMDS-Forest-Simulation-System IFAMDS-Forest-Simulation-System Public

    🌲 Intelligent Forest Advisory & Multi-Structure Decision System (IFAMDS) — A C++ simulation integrating arrays, linked lists, queues, trees, graphs, and hash tables for real-time forest monitoring,…

    C++ 1

  5. cinematic-intelligence-system cinematic-intelligence-system Public

    This project was developed as part of the OEL AI Lab (Spring 2026), using a set of pre-selected video clips for analysis and processing.

    Jupyter Notebook 1