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Balpreet Kaur
Junior Machine Learning Engineer specializing in LLMs and data pipelines
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About
Research Extern at Google DeepMind and former AWS Software Development Engineer Intern with a strong focus on practical, trustworthy AI engineering. Built a multi-agent RAG system for personalized news headline generation using a fine-tuned Flan-T5 model, parallel critic agents, FAISS retrieval, and style embeddings, while also leading a 3-person team on the project.
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Key Strengths
- Pragmatic AI-assisted development with strong verification discipline
- Hands-on multi-agent system design
- Agentic RAG architecture for personalized content generation
- Fine-tuned Flan-T5 for headline generation
- Parallel critic-agent evaluation with iterative refinement
- Technical leadership of a 3-person project team
- Strong system decomposition and integration coordination
- Experience at AWS and Google DeepMind
- Deep awareness of LLM limitations from model pre-training work
- Research-driven approach to staying current in AI
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Experience
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1 publication
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