MUHAMMAD USAMA
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AI & MACHINE LEARNING RESEARCHER

MUHAMMAD
USAMA

BS COMPUTER SCIENCE GRADUATE • BACHA KHAN UNIVERSITY

Researching intelligent systems through Machine Learning, Deep Learning, and data-driven technologies.

0.00 CGPA / 4.00
0.0000 Top Model R² Score
ISPR Media Intern Alum

Computer Science Graduate & AI Researcher

Focused on advancing Machine Learning and Deep Learning architectures for real-world applications. Graduated with a BS in Computer Science (CGPA 3.73/4.00) from Bacha Khan University, with specialized research contributions in energy efficiency modeling, predictive analytics, and intelligent systems.

Degree BS Computer Science
Academic Merit CGPA 3.73 / 4.00
University Bacha Khan University
Duration 2022 – 2026
Location Charsadda, Pakistan

Research Methodology

Specialized in empirical evaluation of tabular and sequential datasets using XGBoost, ResNet-CNN, LSTM, and 1D-CNN architectures.

Public Sector Internship

Completed prestigious IT & Digital Communications internship at Inter-Services Public Relations (ISPR) in 2025.

✦ 1st International Conference on Climate Change Adaptation & Policy Pathways (May 2026)

Machine Learning and Deep Learning for Energy Efficiency in Smart Buildings

Muhammad Usama, et al. • Bacha Khan University, Pakistan

Manuscript under preparation for journal submission

Study Overview & Dataset

Conducted comparative empirical research utilizing the benchmark UCI Energy Efficiency Dataset to model heating and cooling load demands in smart architectural designs.

0 Studies Reviewed
0 EndNote References
0 Models Benchmarked

Model Performance Benchmark (R² Score)

XGBoost BEST PERFORMER 0.9984 R²
ResNet-CNN 0.9890 R²
1D-CNN 0.9820 R²
LSTM 0.9760 R²
Dilated CNN 0.9680 R²
Random Forest 0.9610 R²
SVM 0.9240 R²
Linear Regression 0.8910 R²

Applied Engineering & Systems

01 →

Energy Efficiency Prediction Using Machine Learning

Implementation of end-to-end Machine Learning pipelines evaluating Heating & Cooling loads with Scikit-learn, XGBoost, and Deep Learning models. Rigorously tested using Mean Squared Error (MSE) and Coefficient of Determination (R²).

Python Scikit-learn MSE R² Score XGBoost
02 →

Flask Student Management System

Robust web application built with Flask implementing full CRUD functionality, secure user authentication, database integration (SQLite/MySQL), and structured MVC architecture.

Flask Python CRUD Authentication Database MVC
03 →

Personal Portfolio Website

High-performance, cinematic personal researcher portfolio designed with semantic HTML5, custom CSS3 design tokens, responsive layouts, and interactive canvas animation.

HTML5 CSS3 JavaScript Canvas API Responsive Design

Core Expertise & Toolchain

Programming Languages

Python C++ JavaScript

AI & Machine Learning

Scikit-learn Pandas NumPy Machine Learning Deep Learning Model Evaluation

Web Development

Flask Django HTML5 CSS3 Responsive Design

Databases

SQLite MySQL

Developer Tools & Environments

Git GitHub VS Code Jupyter Notebook EndNote

Professional Journey

IT & Digital Communications Intern

Inter-Services Public Relations (ISPR)
July 2025 – August 2025

Managed digital communications, assisted with media operations, provided technical IT support, and coordinated digital content strategy in high-standard professional environment.

Freelance Web Developer

Independent Contractor
2024 – Present

Designed and delivered responsive websites, landing pages, and web applications for clients, emphasizing modern UX aesthetics, clean code, and performance optimization.

Deputy Media Secretary

Character Building Society, Bacha Khan University
2025

Led digital communications, organized campus awareness campaigns, created promotional materials, and managed social media content streams.

Achievements & Honors

  • Best Young Leader of the Year — Young Leaders Parliament (2025)
  • Member — Young Leaders Parliament (2024)
  • International Academic Conference Presentation — Bacha Khan University (2026)

Certifications & Languages

  • Diploma in Information Technology (DIT)
  • Digital Marketing Certification — KPITB (2025)
  • Languages: English (Professional Working), Urdu (Fluent), Pashto (Native)
GET IN TOUCH

Let's build intelligent solutions.

Open for Machine Learning research collaborations, AI engineering roles, and web development consultations.