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What is one of the first steps in building a program with machine learning ( ML ) ? gathering and cleaning data assembling the machine

What is one of the first steps in building a program with machine learning (ML)?
gathering and cleaning data
assembling the machine
researching the most cost-efficient machine
crafting the machine learning algorithm
I don't know this yet.
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