ML & AI Systems Engineer · Applied research · Open source
I’m Ali, a machine learning engineer with a background in Computer and Information Sciences from PIEAS. I build language-model applications, retrieval systems, and developer tools, with experience in model training, fine-tuning, and deployment.
My work spans RAG and GraphRAG, multi-agent workflows, and local model serving. Alongside systems engineering, I work on applied research in Urdu NLP, time-series forecasting, and decision support. I’m interested in how these systems are evaluated, how their outputs can be traced to evidence, and how they behave beyond a single successful demo.
- Machine learning: PyTorch, Transformers, scikit-learn, PEFT / LoRA
- Retrieval & agents: LangGraph, LangChain, CrewAI, Qdrant, Neo4j
- Backend & deployment: Python, FastAPI, PostgreSQL, Docker, llama.cpp
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