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Aman-byte1/README.md

Hi there, I'm Aman!


I'm Amanuel Gizachew, an AI Research Engineer ๐Ÿง  from Ethiopia ๐Ÿ‡ช๐Ÿ‡น. My mission is to pioneer advancements for Amharic and other low-resource African languages using state-of-the-art Machine Learning.

I'm currently building a startup focused on African LLMs in collaboration with the Ethiopian Artificial Intelligence Institute. I believe in AI for social good and am dedicated to solving real-world challenges through intelligent, localized solutions.


๐Ÿš€ About Me & My Work:

  • ๐Ÿ”ญ Current Focus: Developing AfriNLLB, a series of lightweight translation models for 15+ African languages.
  • ๐ŸŒฑ Learning: Currently diving into Cross-Platform Development with Flutter and exploring advanced Reasoning Models (HRM).
  • ๐Ÿค Collaboration: Iโ€™m eager to partner on NLP for low-resource languages, Computer Vision (CV), and initiatives for AI social good in Africa.
  • ๐Ÿ† Achievements: * 1st Place: Addis Ababa Innovation Competition (AI for Medical Systems).
    • 2nd Place: Akaki Kality Innovation Competition (Trilingual Native Chatbot).
  • ๐Ÿค” Challenge: Actively seeking ways to optimize compute power for training large models in resource-constrained environments.

๐Ÿ“š Published Research:

  • AfriNLLB (2026): Efficient Translation Models for African Languages. (AfricaNLP 2026)
  • Vision-Language Alignment (2026): Steering Vision Models towards Subjective Concepts with Language. (CHI '26 Workshop)

๐Ÿ› ๏ธ My Tech Stack:

AI/ML & Data Science:

PyTorch TensorFlow Hugging Face Scikit-Learn

Programming & Frameworks:

Python Flutter Flask Streamlit JS


๐Ÿ“‚ Key Projects:

  • Amharic Qwen Implementation: Rebuilt the Qwen architecture from scratch using PyTorch specifically for Amharic text generation.
  • Reflection Tuning: Developed a novel finetuning method for low-resource languages, yielding a 10% performance improvement on Llama models.
  • Amharic Vision-Language Model: Implemented "See and Tell" research for native language image captioning.
  • HRM Text Generator: A 27M parameter model based on Hierarchical Reasoning architectures.

๐Ÿ“Š My GitHub Stats:

Aman's GitHub Stats


๐Ÿ”— Let's Connect:

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  1. Amharic-Hate-Speech-Detection-Rephrasing-Application Amharic-Hate-Speech-Detection-Rephrasing-Application Public

    แ‹จแŠ แˆ›แˆญแŠ› แ‹จแŒฅแˆ‹แ‰ป แŠ•แŒแŒแˆญ แˆ˜แˆˆแ‹ซ แŠฅแŠ“ แ‹จแŠ แŒˆแˆ‹แˆˆแ… แˆ›แˆตแ‰ฐแŠซแŠจแ‹ซ แˆ˜แ‰ฐแŒแ‰ แˆชแ‹ซ แАแ‹แข แ‹ญแˆ… แ•แˆฎแŒ€แŠญแ‰ต แ‹จแˆ›แˆฝแŠ• แˆ˜แˆ›แˆชแ‹ซ แˆžแ‹ดแˆŽแ‰ฝแŠ• แŠฅแŠ“ แ‹จแŒ€แˆšแŠ’ แŠคแ’แŠ แ‹ญแŠ• แ‹ญแŒ แ‰€แˆ›แˆแข (Amharic hate speech detection and polite rephrasing application. This project uses machine learning moโ€ฆ

    Python 1

  2. timewell timewell Public

    TimeWell - A beautiful productivity app for managing tasks, habits, and schedules. Built with Flutter for Android. build it for My Self.

    Dart 2