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Hello, I'm MuhammadBinUsman03 👋

I'm a Machine Learning Engineer, currently contributing to and democratizing LLMs space. I explore recent advancements/research in the domain, experiment with them, share insights, and also build side projects.

🚀 My Expertise

Domain Frameworks
Machine Learning PyTorch Badge Scikit-learn Badge Pandas Badge matplotlib Badge NumPy
LLM-Training Built with Axolotl UnslothAI UnslothAI
LLM-Inferencing Llama.cpp vLLM NvidiaTensorRT-LLM LMDeploy
Data-Generation Distillabel
RAG Langchain LLamaIndex
Cloud AWS Google Cloud
Development Python JavaScript NodeJS PHP Laravel C++ Java

Models / Projects

  • OrpoLlama3-8B - Surpassed Llama3-8B by 2 points on OpenLLM Leaderboard with 15K-steps ORPO training on 1xA100.
  • apollo-preview-v0.2 - RP/Creative writing/Instruction following dataset curated in collaboration with QuasarResearch.
  • QueryRouter - Dynamic routing system deployed on AWS for querying LLMs, boosting efficiency, and optimizing costs.
  • AutoPrune - Automatic pruning of LLMs on Runpod-GPUs.
  • Chain-QnA - RAG application deployed with LangServe as a REST-API for Basic/PDF QnA.
  • ImageGallery-Microservices - A microservices architecture-based Google Photos clone, deployed on Google Cloud.

📫 Get in Touch

LinkedIn Hugging Face Medium X Substack

Muhammad Bin Usman's Projects

chain-qna icon chain-qna

RAG application encapsulated in LangServe API for Basic/PDF QnA

pruneme icon pruneme

Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models

query-router icon query-router

Dynamic routing system for querying LLMs, boosting efficiency and optimizing costs

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