From the course: Giving Computers Vision
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What is unsupervised learning?
From the course: Giving Computers Vision
What is unsupervised learning?
- [Student] What would unsupervised learning be? - [Instructor] Unsupervised learning is a class of algorithms. Where you're trying to find patterns in the data. For example, the classical problem in unsupervised learning is clustering. So you find clusters in your data and you try to figure out that, oh, what is this cluster? Right? For example, you could find, let's say, you have a data of housing prices. - [Student] Sure - [Instructor] Right? - [Student] Yeah. - [Instructor] And you did not know anything about it. You basically put in all the data right inside it. Which would have information about how many rooms are there. What's the you know.... - [Student] Square footage. - [Instructor] Square footage, et cetera. - [Student] Does it have a pool? Whatever. - [Instructor] And then you may find clusters houses that have more rooms are also more expensive, right? So you find clusters like this. So that…
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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