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- When a neural network has a significant number of layers, there is a problem that has to be addressed. Here are some examples of overfitting and how to prevent it.When a neural network has a large number of layers, it becomes more difficult to solve a problem.In the next sections, we'll talk about overfitting and how to avoid it.In order to solve a problem, a neural network with several layers gets more challenging.Overfitting and how to prevent it will be discussed in the following sections.
- Machine Learning: Discussion why this is possible to speed up the training of a bagging ensemble by distributing it across multiple servers.1)Please illustrate the problem that occur when the neural network has a large number of layers.2) Please describe what overfitting is and how it can be avoided.Give an example of the problem that occurs when a neural network has a large number of layers.In the next paragraphs, discuss overfitting and how it might be avoided.
- Describe the "learning" process of neural networks as it relates to computer science.Question# 01: Consider the simple neural network below: Input A = 0.1 0.1 0.2 0.5 Output 0.3 Input B= 0.7 0.1 0.2 Assume that the neurons have a Sigmoid activation function, Target value is 1 and learning rate is also 1. Perform the following task: a) Perform a forward pass on the network. b) Perform a reverse pass (training) once. c) Perform a further forward pass and comment on the result.In terms of neural networks, compare and contrast supervised learning and unsupervised learning.
- Explain unsupervised learningAn example of a neural network with several layers would be helpful.In the next paragraphs, describe overfitting and how it may be avoided.Give an example of a difficulty that develops when a neural network has several layers.Discuss overfitting and how to prevent it in the following paragraphs.