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Aman-byte1/README.md

Hi there, I'm Aman!


I'm Amanuel Gizachew, an AI Research Engineer 🧠 from Ethiopia 🇪🇹. 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.


🚀 About Me & My Work:

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

📚 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)

🛠️ My Tech Stack:

AI/ML & Data Science:

PyTorchTensorFlowHugging FaceScikit-Learn

Programming & Frameworks:

PythonFlutterFlaskStreamlitJS


📂 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.

📊 My GitHub Stats:

Aman's GitHub Stats


🔗 Let's Connect:

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  1. Amharic-Hate-Speech-Detection-Rephrasing-ApplicationAmharic-Hate-Speech-Detection-Rephrasing-ApplicationPublic

    የአማርኛ የጥላቻ ንግግር መለያ እና የአገላለፅ ማስተካከያ መተግበሪያ ነው። ይህ ፕሮጀክት የማሽን መማሪያ ሞዴሎችን እና የጀሚኒ ኤፒአይን ይጠቀማል። (Amharic hate speech detection and polite rephrasing application. This project uses machine learning mo…

    Python 1

  2. timewelltimewellPublic

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

    Dart 3