January 2025
Intermediate to advanced
698 pages
16h 48m
English
Content preview from Deep Learning and AI SuperheroBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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5.3 Advanced CNN Techniques (ResNet, Inception, DenseNet)
While basic CNNs have proven effective for image classification tasks, advanced architectures such as ResNet, Inception, and DenseNet have significantly expanded the capabilities of deep learning in computer vision. These sophisticated models address critical challenges in neural network design and training, including:
- Network Depth: ResNet's innovative skip connections enable the construction of incredibly deep networks, with some implementations surpassing 1000 layers. This architectural breakthrough effectively mitigates the vanishing gradient problem, allowing for more efficient training of very deep neural networks.
- Multi-scale Feature Learning: Inception's unique design incorporates ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.