How to Design a Neural Network 2020 Edition

>> YOUR LINK HERE: ___ http://youtube.com/watch?v=g2vlqhefADk

In this video, I covered some of the useful neural network design techniques that came out or popularized between 2018 and 2020. At the end of the video, I went through some of our recent papers and explained how my colleagues and I designed neural networks for constrained environments. • Earlier video: • How to Design a Convolutional Neural Network • • How to Design a Convolutional Neural ... • My work mentioned in the video: • Seeing Through the Clouds With DeepWaterMap • http://www.isikdogan.com/files/isikdo... • A Machine Learning Imaging Core using Separable FIR-IIR Filters • https://arxiv.org/pdf/2001.00630.pdf • Other papers referenced in the video: • ShuffleNetV2: Practical Guidelines for Efficient CNN Architecture Design • https://arxiv.org/pdf/1807.11164.pdf • MobileNetV2: Inverted Residuals and Linear Bottlenecks • https://arxiv.org/pdf/1801.04381.pdf • Learning Transferable Architectures for Scalable Image Recognition (NASNet) • https://arxiv.org/pdf/1707.07012.pdf • Attention Is All You Need (the Transformer) • https://arxiv.org/pdf/1706.03762.pdf • Squeeze-and-Excitation Networks • https://arxiv.org/pdf/1709.01507.pdf • Searching for MobileNetV3 • https://arxiv.org/pdf/1905.02244.pdf

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