From the course: Giving Computers Vision
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How big are algorithms?
From the course: Giving Computers Vision
How big are algorithms?
- If I had a, your bike detection. - Yeah. - How big is that model in terms of, you know, - If you do it naively, it can be hundreds of megabytes. - Okay. Now, small, a small algorithm would be, - Yeah. - Or a small model would be hundreds of megabytes. - Hundreds of megabytes if you just do pretty naively right? You don't, if you are very smart about it, you can bring it less than 10 megabytes. - Oh. Okay. Wow, so that's a huge difference. - Yeah. - Cause I mean, but storage nowadays is, is, I mean, you can have, - No, it's the memory, It's the memory of on, It's the fast memory on the device, right? - Oh, okay. - So you have to load it into that memory. And it's not just one algorithm that you're doing, right? - Cause it's deep learning, it's multiples, right? - You could be doing multiple things on the same device, - Uh-huh - Right? If one, let's say this has a, you know, a hundred megabytes of memory or let's…
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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