From the course: Giving Computers Vision
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Evolution of computer vision
From the course: Giving Computers Vision
Evolution of computer vision
- [Speaker 1] No, but that moment did come. That moment came in computer vision in the year 2012. - [Speaker 2] Right, okay so what happened in 2012? - [Speaker 1] So actually it starts in 2010. So there is this idea. We had these data sets which were let's say an object detection, an object recognition data set would have ten categories. Oh you have this- - [Speaker 2] Animal not animal. - [Speaker 1] Yeah. - [Speaker 2] Something like that. - [Speaker 1] Yeah, 10 of those, right, categories And that would be a big data set. In fact, Caltech101 had 101 categories and that was considered- - [Speaker 2] Groundbreaking, right? - [Speaker 1] Yeah. That was- - [Speaker 2] That's best in class. - [Speaker 1] Right. And so, but there's this researcher, her name is Phin Peng Lee. She decided that she was going to spend, create a very massive dataset, where, and people were always saying that, oh, if we had…
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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