Kalle Kujanpää on Muck Rack

Kalle Kujanpää

As seen in: Amazon Science
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Articles

Learning to staff: Offline reinforcement learning and fine-tuned LLMs for warehouse staffing optimization

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By Yuying Zhu, Kalle Kujanpää, Kristina Klinkner
| Amazon Science
We investigate machine learning approaches for optimizing real-time staffing decisions in semi-automated warehouse sortation systems. Operational decision-making can be supported at different levels of abstraction, with different tradeoffs. We evaluate two approaches, each in a matching simulation environment.
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