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Creating new machine learning tasks

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Machine learning algorithms aren’t creative, which means that humans must provide the creativity that improves machine learning. Even algorithms that build other algorithms only improve the efficiency and accuracy of the results that the algorithm achieves — they can’t create algorithms that perform new kinds of tasks. Humans must provide the necessary input to define these tasks and the processes needed to begin solving them.

You may think that only experts in machine learning will create new machine learning tasks. However, the story about the middle manager from Hitachi discussed in the “Working for a machine” section, earlier in this chapter, should tell you that things will work differently than that. Yes, experts will help form the basis for defining how to solve the task, but the actual creation of tasks will come from people who know a particular industry best. The Hitachi story serves as a basis for understanding both that the future will see people from all walks of life contributing toward machine learning scenarios and that a specific education might not even help in defining new tasks.

Machine Learning For Dummies

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