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Data Scientist Niko Laskaris explains why data scientists and teams can’t rely on the tools and processes that software engineering teams have been using for the last 20 years for machine learning (ML) He argues that the provable correctness of software engineering does not extend to AI and machine learning. The adoption of tools designed specifically for AI will help practitioners unlock and enable the type of revolutionary transformation Ng is speaking about. Laskari: “AI is the next big transformation,” and we’re watching the transformation unfold.