From the course: Giving Computers Vision
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How algorithms optimize themselves
From the course: Giving Computers Vision
How algorithms optimize themselves
- [Interviewer] So, if you have to process a lot of stuff or train algorithms, GPUs are going to be your friend, and then but at the time of, let's say, using a model to determine something on a smaller set, you're going to probably save a lot of money just by going the CPU route? - [Interviewee] Yes. - [Interviewer] And do you tell, so if I'm writing in Python here and I'm saying, "Hey, go process this image" or let's say, a website is calling it and it's running its algorithm to determine something and then tell me I dunno, like, let's say, identifying an ID, the age of a person based on a picture they got, I'm going to use a CPU there, and now do I tell it that, or does it automatically there's maybe under the hood PyTorch or whatever thing I'm using says, "Oh, I'm just going to go CPU because it's quick and easy." And how do you figure that out? - [Interviewee] So deployment is a whole another ballgame, but let me…
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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