The Network Times
Sunday, 12 January 2025

AI for Network Engineers: LSTM-Based RNN

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Recap of the Operation of an LSTM Cell The previous section introduced the construction and operation of a single Long Short-Term Memory (LS...
Monday, 6 January 2025

AI for Network Engineers: Long Short-Term Memory (LSTM)

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 Introduction As mentioned in the previous chapter, Recurrent Neural Networks (RNNs) can have hundreds or even thousands of time steps. Thes...
Sunday, 29 December 2024

AI for Network Engineers: Recurrent Neural Network (RNN) - Part II

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 Challenges of a RNN Modell Figure 5-3 shows the last two time steps of our Recurrent Neural Network (RNN). At the time step n (on the left ...
Sunday, 15 December 2024

AI for Network Engineers: Recurrent Neural Network (RNN)

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 Introduction So far, this book has introduced two neural network architectures. The first one, the Feed-Forward Neural Network (FNN), works...
Thursday, 14 November 2024

AI for Network Engineers: Convolutional Neural Network

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 Introduction The previous chapter explained how Feed-forward Neural Networks (FNNs) can be used for multi-class classification of 28 x 28 p...
Monday, 21 October 2024

AI for Network Engineers: Multi-Class Classification

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 Introduction  This chapter explains the multi-class classification training process. It begins with an introduction to the MNIST dataset (M...
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Monday, 14 October 2024

AI for Network Engineers: Backpropagation Algorithm

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 Introduction  This chapter introduces the training model of a neural network based on the Backpropagation algorithm. The goal is to provide...
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