From the course: Twelve Myths about Data Science
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Data quality is not as important as quantity
From the course: Twelve Myths about Data Science
Data quality is not as important as quantity
- Now I'd like to dive into a pretty common belief floating around in the data universe, the idea that the more data you have, the better off you are. People often think that a mountain of data beats a hill of high-quality information any day of the week. But let's be real, is that actually true? Today, we're going to bust this myth wide open and see really what's up when it comes to the quantity versus quality debate in data. You've probably heard it a million times, data is the new oil. And, yes, I think it's fair to say that data is the most valuable asset of nearly every company out there. But, like oil, it needs to be refined before it can become useful. The truth is data isn't just about quantity. The real magic happens when the data you're working with is both extensive and high quality. Think about it, what good is a heap of data if it's riddled with errors, outdated, or just plain irrelevant information? That's where the saying garbage in garbage outcomes from. Let's say that…
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AI will solve all our problems effortlessly3m 5s
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Data science projects will always yield immediate ROI3m 51s
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AI and automation will replace human decision-making entirely3m 11s
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Data quality is not as important as quantity2m 11s
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Machine learning models are always objective and unbiased2m 51s
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Data science is solely a technical discipline3m 8s
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Deep learning is the answer to every problem3m 29s
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AI and machine learning will replace jobs, leading to mass unemployment5m 19s
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Anyone can become a data scientist with a short online course4m 46s
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Data science is only relevant for large corporations3m 20s
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Implementing AI is a one-time project, not an ongoing process2m 37s
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More data always leads to better results2m 18s
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