| CPC G06Q 30/0261 (2013.01) [G06N 20/00 (2019.01); G06Q 30/0633 (2013.01); G06V 10/7784 (2022.01); G06V 10/82 (2022.01); G06V 20/10 (2022.01); G06V 20/52 (2022.01)] | 18 Claims |

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1. An apparatus comprising:
a memory configured to store:
instructions corresponding to a machine learning algorithm configured, when implemented by a first hardware processor, to use a set of inputs to generate an algorithmic list to process a transaction, wherein:
the set of inputs comprises information collected from one or more sensors;
the algorithmic list comprises at least one item of a first set of items determined based at least in part upon the set of inputs; and
a second hardware processor communicatively coupled to the memory, the second hardware processor configured to:
receive feedback for the algorithmic list, wherein the feedback indicates that at least one item of the algorithmic list does not match a shopping cart; and
assign a value to the feedback, wherein the value is a negative reward value used to update the machine learning algorithm.
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