From the course: Giving Computers Vision
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What are the different roles in machine learning?
From the course: Giving Computers Vision
What are the different roles in machine learning?
- [Interviewer] I know in the data side we have things called like an analytics engineer versus a platform engineer, which is like very similar. So you're saying, so what are the different roles here, in let's say a Google Photos team or something like a company that makes a product that is heavy on computer vision. - [Interviewee] One of the rules would be, you know, all the data curation that would be handled by a different team, right? And data curation cleaning up the data, et cetera. And then there is a team that actually works on training the model, right? These people would try out different architectures, they would run several experiments to train a model. And finally, these people, these are mostly researchers. If they are working on something cutting edge, then these are very researchy people. - [Interviewer] So they really understand the theory, what's going on behind the scenes, where they may even, would they…
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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