6min chapter

CXOTalk: Leadership, AI, and the Digital Economy cover image

Data Science, AI, and Machine Learning: Technology and Ethics for Good

CXOTalk: Leadership, AI, and the Digital Economy

CHAPTER

How Do Machine Learning Systems Get Biased?

Tim crawford: Data is not the only, or in many cases, even the major, source of biasin die types of systems. If all your data was totally accurate, it reflected exactly things that happen in the world perfectly accurately, it would the data would not be biased. We cannt need to look at the whole thing, adand not just focus on, let's make the data unbiased. Let's make our model unbiased. And we cann'tneed to think about, but how do we measure equity and outcomes of the people we're trying to help? He says you introduce new types of bias as you're trying to shape the data to remove the original bias that you are

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