From the course: Giving Computers Vision
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How to keep bias out of AI
From the course: Giving Computers Vision
How to keep bias out of AI
- [Speaker 1] So, how do you think about say, ethics or bias in machine learning or AI as a whole? - [Speaker 2] So first of all I need to clarify that I'm not an expert in AI ethics. - [Speaker 1] I just want your opinion on it - [Speaker 2] Yes. - [Speaker 1] You know, as someone that knows this far better than I do. I'm not asking you to be the authority on it, but I know, you know just what are your thoughts on it as someone that knows it better? - [Interviewee] So there is a certain kind of algorithmic bias, which is completely data dependent, right? - [Speaker 1] Mhm. - [Speaker 2] For example, when they collected face detection datasets, those data sets were predominantly white people, right? Which in turn meant that it didn't do very well on face detection, face recognition, et cetera. It did not do well on people with color, right? In fact we collected a lot of, we had to retrain a lot of our faced, even simple…
Contents
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A deep dive into computer vision from an industry leader1m 5s
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The instructor's background1m 7s
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What is computer vision?5m 46s
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What is OpenCV?4m 14s
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Evolution of computer vision2m 10s
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What is artificial intelligence?3m 57s
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The birth of machine learning2m 3s
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The birth of deep learning4m 19s
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What is machine learning?5m 22s
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What is unsupervised learning?3m 59s
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How to keep bias out of AI7m 12s
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The deep learning community5m 38s
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The evolution of deep learning5m 21s
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What is gait estimation?1m 50s
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What are the areas of computer vision?5m 4s
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What programming languages do you use in computer vision?2m 3s
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Why GPUs are better for machine learning2m 45s
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How algorithms optimize themselves7m 40s
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How big are algorithms?1m 26s
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How do you design neural networks?4m 51s
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What programming languages do you machine learning pros use?3m 24s
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Deployment methods for machine learning models5m 58s
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What are the different roles in machine learning?5m 33s
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Links for the instructor46s
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