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SorinAlexB (Sorin-Ioan-Alexandru Bîrchi) · GitHub

Overview Repositories 76 Projects Packages Stars 110
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Fatum fortes adiuvat
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Fatum fortes adiuvat
32 followers · 80 following

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SorinAlexB/README.md

👋 Hi there, I'm Sorin

🔭 Research Interests

  • 🔬 Deep Learning & AI Research: Advancing LLM/SLM architectures, fine-tuning methodologies, and RAG systems.
  • 🛡️ AI-Powered Security: Engineering intelligent systems at the intersection of machine learning and vulnerability detection.
  • ⚡ High-Performance Computing for AI: Optimizing mathematical operations and computational efficiency in ML pipelines through low-level systems programming, SIMD vectorization, and memory-aware architectures.
  • ☁️ Distributed AI Infrastructure: Architecting scalable cloud-native ML systems with containerization, orchestration, and CI/CD automation for seamless model deployment and inference.

💻 Tech Stack

Languages: Python, C/C++, Java, JavaScript, SQL, Bash, Assembly ML/AI: PyTorch, TensorFlow, Hugging Face, LangChain, Ollama, scikit-learn, Keras
Web & Backend: React, Django, Flask, REST APIs, HTML/CSS
Tools & Platforms: Docker, Git, Azure, Linux/UNIX, GitHub CI/CD, QEMU
Data Science: NumPy, Pandas, Matplotlib, Seaborn

🌟 Featured Projects

  • 🧩 Bachelor Thesis – CTF-Solver LLM
    Building a transformer-based model specialized in CTF solving and vulnerability exploitation.
    Custom tokenizer optimized for code generation; trains on Python exploit tasks.

  • 🧠 Email Filtering System Multimodal AI (2nd Place, SSCS 2025)
    SaaS email filtering platform detecting offensive content in text, audio, image, and video using Phi-4, Whisper, and CNNs.
    Stack: Flask + React/Tailwind + MongoDB + Docker (K8s-ready).

  • 🧮 QuantSI – GSoC 2024 @ INCF
    Python package for managing SI units with seamless NumPy/Matplotlib integration.
    Achieved 95% test coverage, CI/CD deployment to PyPI.

⚙️ GitHub Stats

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