From the course: Giving Computers Vision
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The deep learning community
From the course: Giving Computers Vision
The deep learning community
- I want to know, okay so, in 2013, every model for the Image Net Competition was deep learning. - Yes. - This was the birth of deep learning. - It was a revolution you know it was- - Right, and Geoffrey Hinton? - So, there were three. - Yeah, okay. - Geoffrey Hinton, Yann LeCun, Yoshua Bengio. They all won the Turing Prize. - Really? Yes, that's fantastic. So, they were the- - Pioneers. - The forefathers, well, maybe that's wrong the, yeah, the founders of deep learning, really. - They're called, they call themselves the Deep Learning Mafia. (laughter) - How is that? Okay, fine. Hey, if you've done that, you know, you're allowed to call yourself whatever you want, fine. - Yes, but the thing is that you would be surprised. I would skip neural network papers in 2015 as a grad student, I would look at neural network, not interested. I would skip those papers. - Because it's not deep learning at this…
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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