Man is still the most extraordinary computer of all.
John F. KennedyRead
Machine learning is looking for patterns in data. If you start with racist data, you will end up with even more racist models. This is a real problem.
Interpretation
The quote emphasizes the importance of data quality in machine learning and warns against biases in data.
Oren Etzioni's quote highlights a critical issue in the field of machine learning: the impact of biased data. When the data used to train algorithms contains inherent biases, the models developed as a result will also reflect and potentially amplify these biases, leading to problematic outcomes. This serves as a reminder that the integrity of the data is paramount in developing ethical and fair AI systems.
In practice
In a discussion about AI ethics, this quote can be used to illustrate the consequences of using biased data.
Man is still the most extraordinary computer of all.
We predicted the concept of a telephone that isn't tied to a wall or a desk. We anticipated that everyone would have a cell phone. We joked that when you're born you would be assigned a cell phone and if you didn't answer you had died.
The steam-engine I call fire-demon and great; but it is nothing to the invention of fire.
Cyberspace. A consensual hallucination experienced daily by billions of legitimate operators, in every nation, by children being taught mathematical concepts.
I recently learned something quite interesting about video games. Many young people have developed incredible hand, eye, and brain coordination in playing these games. The air force believes these kids will be our outstanding pilots should they fly our jets.
To be a programmer is to develop a carefully managed relationship with error. There's no getting around it. You either make your accommodations with failure, or the work will become intolerable.
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