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amrhZ77/README.md

Hi there, I'm Amirhosein Zobeiri πŸ‘‹

PhD @ UNSW | Generative-AI, LLMs , RL & Multimodal Learning

I’m a PhD researcher in Biomedical Engineering at UNSW Sydney, working on clinical reasoning models πŸ₯🧠, multimodal learning 🎨🎢, and reinforcement learning βš‘πŸ€–.


πŸ”¬ Research Interests

  • Large Language Models (LLMs) & Reasoning Models
  • Multimodal Learning & Retrieval-Augmented Generation (RAG)
  • Reinforcement Learning (RL) & Agentic AI Systems
  • AI in Healthcare & Bio-signal Analysis (EEG, ECG)
  • Knowledge Graphs & Graph-based RAG

πŸ› οΈ Technical Stack

Languages
Python C++ MATLAB

ML & AI
PyTorch TensorFlow HuggingFace LangChain Neo4j


πŸš€ Highlighted Contributions

πŸ”₯ Major Contributor to High-Impact Repository


πŸ‘¨β€πŸ’» Selected Research

🧬 Multimodal Clinical Reasoning

  • Combining LLMs + Reinforcement Learning for clinical reasoning
  • Focus on interpretable and reliable medical XAI systems

🧠 EEG-based Outcome Prediction

  • Transformer & Mamba-based architectures for neurological prognosis
  • Self-supervised representation learning on EEG signals

πŸ₯ Medical RAG Systems (OHRI, Canada)

  • Built knowledge graph + LLM-based medical chatbots
  • Reduced hallucination via ontology-guided retrieval

οΏ½οΏ½οΏ½ Connect with Me


Pinned Loading

  1. Training_Word2Vec_Embbeddings_for_ISNA_News Training_Word2Vec_Embbeddings_for_ISNA_News Public

    Jupyter Notebook 2 1

  2. Microsoft_GraphRAG_Deployment_with_both_approach Microsoft_GraphRAG_Deployment_with_both_approach Public

    Deploy GraphRAG with "pip install" approach and "GraphRAG Accelerator" approach on Azure

    3

  3. Neo4j_GraphAcamdemy_KnowledgeGraph_RAG_GenAI_Workshop Neo4j_GraphAcamdemy_KnowledgeGraph_RAG_GenAI_Workshop Public

    This repo is based on genai-workshop presenting by Neo4j Graph-Academy

  4. Part_of_Speech_Tagging_with_LSTM_in_Penn_Treebank_datset Part_of_Speech_Tagging_with_LSTM_in_Penn_Treebank_datset Public

    Jupyter Notebook

  5. Persian_Tweets_Irony_Detection_With_Pre-Trained_ParsBert Persian_Tweets_Irony_Detection_With_Pre-Trained_ParsBert Public

    Jupyter Notebook

  6. Physionet-2023_python_example_explanation Physionet-2023_python_example_explanation Public