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MostafaShams5/README.md

Mostafa Shams

AI/ML Engineer & Researcher | Data Science

The Builds

EgyLated: English ↔ Egyptian Arabic Translator Standard translation tools struggle with dialects. I built a custom AI model from scratch specifically designed to understand and translate Egyptian Arabic (Masri), bridging the gap where big models fail.

Research: Accuracy Without Profit A research paper exploring the "Accuracy Paradox" in data science. I used statistical analysis on 21 years of data to prove that a model with higher predictive accuracy can sometimes lead to worse financial outcomes in real-world betting markets.

FISH-Tuning Implementation A PyTorch implementation of the research paper "Enhancing PEFT Methods with Fisher Information." It uses math (Fisher Information) to figure out exactly which parameters in a model matter most, allowing for smarter, more efficient fine-tuning.

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  1. EgyLated EgyLated Public

    English to Egyptian Arabic Movies translation. A ground-up implementation of a 98M-param Encoder-Decoder model. Specialized for subtitles and slang, it’s trained on a 700k-sentence corpus to catch …

    Python 1

  2. FISH-Tuning-Implementation FISH-Tuning-Implementation Public

    PyTorch implementation of the paper "FISH-Tuning: Enhancing PEFT Methods with Fisher Information" (2025). A drop-in improvement for LoRA that automatically freezes unimportant weights. Helps you sa…

    Python

  3. Accuracy-Without-Profit Accuracy-Without-Profit Public

    Official code and dataset repository for the paper "Accuracy Without Profit: A Statistical Evaluation of Machine Learning Profitability in the English Premier League" (2025).

    Python

  4. NeuroMend NeuroMend Public

    A closed-loop active learning tool that uses vision-language models (VLM) and generative AI (SDXL) to automatically find problems in vision models and create new training data to fix them.

    Jupyter Notebook

  5. Qwen2.5-Arabic-Medical-Chatbot Qwen2.5-Arabic-Medical-Chatbot Public

    Jupyter Notebook

  6. AI-VibeCoding-Agent AI-VibeCoding-Agent Public

    An autonomous AI software engineer that writes, tests, and fixes its own code. Built with LangGraph and Docker Compose, it features a microservices architecture that decouples the LLM (Ollama) from…

    Python