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MajdAlkawaas/README.md

Hi there, I'm Majd

Machine Learning Research Engineer
Building efficient, production-ready AI systems that bridge the gap between novel research and real-world impact.

LinkedIn Email


🔭 My Core Focus

My work revolves around the full lifecycle of machine learning models, from architectural design to deployment and optimization. I'm particularly interested in Efficient Model Architectures:

I am currently working on increasing the efficiency of Hypencoder models (retrieval models) by reducing the number of active parameters using multi-objective optimization techniques. So far, I have achieved 7x reduction in the number of active parameters and 6x increase in document scoring throughput, with performance comparable to SOTA retrieval models.


💻 Technology Stack

ML / AI
  • PyTorch
  • HuggingFace
  • Scikit-learn
  • LLM Architecture
  • Retrieval-Augmented Generation (RAG)
  • Haystack
MLOps & Cloud
  • Docker & FastAPI
  • CI/CD (GitHub Actions)
  • Azure, AWS
  • Experiment Tracking & Management
  • Prompt Engineering & Management
  • LLM Evaluation

Reach out if you would like to discuss anything related to my interests.

Pinned Loading

  1. hypencoder-paper hypencoder-paper Public

    Official Repository for "The Matryoshka Hypencoder" research paper (SIGIR 2026).

    Python 3 1

  2. twitter-sentiment-analysis twitter-sentiment-analysis Public

    Jupyter Notebook

  3. virtual_queue_system virtual_queue_system Public

    Python