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Table Of Contents
The Deep Learning with PyTorch Workshop
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In this section, we will cover the importance of deep learning and the reasons for its popularity.
Deep learning is a subset of machine learning that uses multi-layer neural networks (large neural networks), inspired by the biological structure of the human brain, where neurons in a layer receive some input data, process it, and send the output to the following layer. These neural networks can consist of thousands of interconnected nodes (neurons), mostly organized in different layers, where one node is connected to several nodes in the previous layer from where it receives its input data, as well as being connected to several nodes in the following layer, to which it sends the output data after it has been processed.
Deep learning's popularity is due to its accuracy. It has achieved higher accuracy levels than other algorithms have ever before for complex data problems such as natural language processing (NLP). Deep learning's ability to perform...