When companies set up their machine learning environment, many do so with the intent of getting some quick wins to prove things out. Or perhaps managers got pressure from their higher-ups to do something quickly. "Every competitor seems to be jumping on the artificial intelligence / machine learning bandwagon, so we should do something as well, or we'll be left behind," is the driver sometimes.
For individuals who are trying to learn AI/ML, it does not matter so much because we can switch environments easily. However, I'd caution companies to give it some serious thought. Companies should try to lower their 'technical debt' which I explain in this video.
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