Where can we use artificial neural networks?

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Rafaela Schowalter asked a question: Where can we use artificial neural networks?
Asked By: Rafaela Schowalter
Date created: Thu, May 13, 2021 2:57 PM
Date updated: Sun, Jul 31, 2022 4:12 AM

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Top best answers to the question «Where can we use artificial neural networks»

Since artificial neural networks allow modeling of nonlinear processes, they have turned into a very popular and useful tool for solving many problems such as classification, clustering, regression, pattern recognition, dimension reduction, structured prediction, machine translation, anomaly detection, decision making, ...

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First, all the input images must be preprocessed. Then, the dimensionality of that image must be reduced. And, at last it must be classified using neural network training algorithm. Following neural networks are used for training purposes with preprocessed image −. Fully-connected multilayer feed-forward neural network trained with the help of back-propagation algorithm. For dimensionality reduction, Principal Component Analysis (PCA) is used.

The multilayer perceptron is the original form of artificial neural networks. It is the most commonly used type of NN in the data analytics field. MLP is the earliest realized form of ANN that subsequently evolved into convolutional and recurrent neural nets (more on the differences later).

Artificial neural networks are computational models that work similarly to the functioning of a human nervous system. There are several kinds of artificial neural networks. These types of networks are implemented based on the mathematical operations and a set of parameters required to determine the output.

What Are Neural Networks? A branch of machine learning, neural networks (NN), also known as artificial neural networks (ANN), are computational models — essentially algorithms. Neural networks have a unique ability to extract meaning from imprecise or complex data to find patterns and detect trends that are too convoluted for the human brain or for other computer techniques.

Artificial neural networks are paving the way for life-changing applications to be developed for use in all sectors of the economy. Artificial intelligence platforms that are built on ANNs are...

Artificial Neural Network (ANN) uses the processing of the brain as a basis to develop algorithms that can be used to model complex patterns and prediction problems. Lets begin by first understanding how our brain processes information:

The term " Artificial Neural Network " is derived from Biological neural networks that develop the structure of a human brain. Similar to the human brain that has neurons interconnected to one another, artificial neural networks also have neurons that are interconnected to one another in various layers of the networks.

The use of artificial neural-networks in ventilating and air-conditioning systems, refrigeration,modeling, heating, load-forecasting, control of power-generation systems and solar radiation.

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