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What techniques do you use to manage uncertainty and complexity in Artificial Intelligence IT projects?

I am working on my MSc dissertation and have read a lot of theory about complexity and uncertainty in IT project management.

Can anyone share or discuss the tools and techniques that They use in practice on AI or traditional IT projects?

Thanks in advance?


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"Whenever you find that you are on the side of the majority, it is time to reform."

- Mark Twain