Hi all, I have an interview at Google next week (software engineer, machine learning role). Can anyone please give me any tips on what to prepare and how?

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I assume you have got an email from HR as to what you should prepare. In general coding round covers most of Data structure and Algorithm questions and You can expect problem based on that. I am not sure about ML or AI but hope you have grip on how to develop or train models...sometimes they ask role specific as well.
I would suggest practice DSA on leetcode or other sites as much as possible. Go with solid concepts and communicate well on your approach.
You can also watch Google mock interview on Youtube.

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