Keyword Bids

Imagine you're tasked with optimizing keyword bidding strategies. You have access to a dataset comprising two columns: one lists the keywords being bid on, and the other shows the prices paid for those keywords. Using this dataset, how would you develop a model to determine the optimal bid for a new, previously unseen keyword?