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Hi there, I'm Muhammad Imran! πŸ‘‹

I'm a Software Engineering Researcher and Educator focused on improving software performance and maintainability through static analysis, machine learning, Large Language Models and empirical studies.

πŸŽ“ Currently completing my Ph.D. in Computer Science at the University of L’Aquila, Italy, with research focused on the automation of software performance peroblems.

🌱 I'm actively writing technical articles and exploring practical tools for performance analysis and software modeling.

🀝 I enjoy collaborating on projects related to:

  • Performance Bug Detection
  • Static Feature Extraction for Code Modeling
  • LLMs for Software Analysis
  • Energy Consumption Estimation in Java Programs

βš’οΈ Skills and Technologies

  • Languages: Python, Java, C++, C#
  • Performance Profiling: JoularJX, async-profiler, PowerJoular
  • Static Analysis & Data: srcML, XPath, XML parsing
  • Machine Learning: Scikit-learn, CodeBERT, LLaMA (via Hugging Face)
  • Tools & Workflow: Git, GitHub, Jupyter, VSCode, LaTeX

πŸ“’ Featured Articles (Coming Soon on Medium)

  • πŸš€ Profiling Java Methods with Async Profiler: A Practical Guide
  • 🧠 Detecting Performance Bugs using LLMs: From Prompt Design to Evaluation
  • βš™οΈ From Code to Energy: Estimating Java Method Power with Static Features

🌐 Connect with Me

LinkedIn | Personal Website | Research Group | Medium Blog


Feel free to explore my repositories or reach out for collaboration! 😊

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