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imran9pk/README.md

Hi there, I'm Muhammad Imran! 👋

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.

🎓 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

⚒️ 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

📢 Featured Articles (Coming Soon on Medium)

  • 🚀 Profiling Java Methods with Async Profiler: A Practical Guide
  • 🧠 Detecting Performance Bugs using LLMs: From Prompt Design to Evaluation
  • ⚙️ 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! 😊

Popular repositories Loading

  1. gcpbigdata gcpbigdata Public

  2. replication-package_empirical-study-on-open-source-systems replication-package_empirical-study-on-open-source-systems Public

    Forked from SpencerLabAQ/replication-package_performance-test-coverage

    This is a replication package for the paper "An Empirical Study on Performance Test Coverage"

    Python

  3. testAnonymize testAnonymize Public

  4. replication-package_perf_bugs_detection_LLM replication-package_perf_bugs_detection_LLM Public

    This is a replication package for the paper "An Empirical Investigation on the use of Large Language Models for Performance Bug Detection"

    Python

  5. replication-package_method_energy_java replication-package_method_energy_java Public

    Replication package for estimating method-level energy usage in Java benchmarks using static code features.

    Jupyter Notebook

  6. imran9pk imran9pk Public

    This is about me :)