Machine Learnig solution for Location Prediction

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Hi All,

One of our customers has Inventory management implemented. But now they want to system to automatically predict putaway location while performing putaway & they do not want to invest in WMS

Location recommendation should be based on: (Approx 12 parameters)

1) Item/Pallet/carton dimensions

2) Location capacity

3) item characteristic like Fragile etc.

4) item/Pallet weight.

5) Stocking Type

Writing this custom logic can be very complex & prone to high maintenance.

As a solution, I was thinking to use machine learning algorithm instead of writing custom complex logic.

Do you think it is feasible to use ML algorithm instead of writing complex code to predict location?