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amir4javar/README.md

Hi, I'm Amir Hossein Javartani 👋

I'm an undergraduate Computer Engineering student and junior AI engineer passionate about building intelligent systems that solve real-world problems — from research prototypes to production deployments.

What I Work On

My work sits at the intersection of NLP/ML research and applied AI engineering. I'm especially drawn to problems where model efficiency meets real-world utility:

  • Self-Distillation — Compared Born-Again Networks and layer-wise self-distillation (BYOT) against standard training on CIFAR-100. BAN achieved +1.4% accuracy over baseline through iterative self-teaching across generations. [repo]
  • Multi-Teacher Distillation — Investigated whether combining soft labels from multiple teachers improves distillation on GLUE benchmarks. Published a negative result: teacher diversity, not quantity, is the key bottleneck. [repo]
  • Retrieval-Augmented Generation — Built a production-ready multi-turn RAG system with hybrid search (vector + BM25), a 4-node LangGraph reasoning pipeline, and real-time streaming over WebSockets. [repo]

Technical Toolbox

Area Tools & Frameworks
ML / NLP PyTorch · Hugging Face Transformers · Knowledge Distillation · Fine-tuning · LLM APIs
RAG & Agents LangChain · LangGraph · Weaviate · Hybrid Search
Backend & Deployment FastAPI · Docker · Linux · REST / WebSocket APIs
Frontend Streamlit

What I'm Looking For

I'm actively exploring opportunities in research positions, PhD programs, scholarships, and industry AI/ML roles. I'm particularly interested in groups working on efficient ML, knowledge distillation, retrieval-augmented systems, or applied machine learning.

If my work resonates with what you're building or researching, I'd love to connect.

Get in Touch

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