Filippo Muscherà

Interested in AI, Cloud and Cybersecurity

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Hi there, welcome to my page! 👋

  • 🎓 Bachelor's degree in Computer Engineering at Università di Roma "Tor Vergata".
  • 📖 Currently studying at "Tor Vergata" for my Master's Degree with a focus on AI 🤖, cloud ☁️︎ and cybersecurity 🦠.

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Master's Thesis

Request Distribution in Multi-Architecture FaaS Systems

M.Sc. in Computer Engineering • Università degli Studi di Roma "Tor Vergata"

Extended the open-source FaaS platform Serverledge to natively support and manage heterogeneous compute nodes (x86-64 and ARM64) across the Edge-Cloud Continuum.

To handle the architectural diversity intelligently, I designed and implemented an Architecture-Aware Load Balancer driven by Reinforcement Learning algorithms (Multi-Armed Bandit, UCB1, LinUCB). Integrated with a Consistent Hashing mechanism, the system dynamically learns function performance across different architectures to optimize request allocation in real-time, effectively minimizing latency and cold start occurrences.

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My Projects

Machine Learning

Università degli Studi di Roma "Tor Vergata"

Implemented and compared various Machine Learning and CNN models to classify images in the MNIST-Pneumonia database, reaching 98.3% accuracy.

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Data Driven Dev

Blekinge Tekniska Högskola

Applied Transfer Learning and a Transformer for Sentiment Analysis on Airbnb reviews, and developed regression models for price prediction.

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Languages & Tools

Java Kotlin Python C C++ Go Bash MySQL AWS Google Cloud Docker GitHub Actions Git Linux Android Studio Firebase Unity Selenium LaTeX TensorFlow Scikit Learn Ghidra Wireshark

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