Deep Learning - Convolutional Neural Networks with TensorFlow - CNNs for Text

Deep Learning - Convolutional Neural Networks with TensorFlow - CNNs for Text

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Computers

11th Grade - University

Hard

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The video tutorial explains how convolutional neural networks (CNNs), typically used for images, can be applied to sequences like text. It covers the basics of convolution, highlighting the differences between 2D and 1D convolution. The tutorial provides a simple example of 1D convolution and discusses the concept of cross-correlation. It also explains the dimensionality involved in convolution operations and offers different perspectives on understanding convolution. Finally, it demonstrates how to apply CNNs to text using embeddings, following a typical CNN architecture.

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OPEN ENDED QUESTION

3 mins • 1 pt

What new insight or understanding did you gain from this video?

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