"Focus on your data strategy and get that right," said Sivasubramanian. Otherwise, the machine learning scientists will "spend a lot of time with data clean-up and management, and get frustrated because they can't focus on solving the big problems," he added.
It created a cross-functional team of 25 individuals that are figuring out how the information is already being used and where collaboration may be possible. But apart from academic courses, Sivasubramanian said organizations need to find a way to make the learning more interactive for employees. that individuals can program themselves to teach its employees about machine learning. To be successful in using machine learning beyond just test cases, the applications have to address a real business need. Amazon uses what it refers to as a "two pizza" model, where teams should be small enough to properly feed with just two pizzas.
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