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You're reading from  Python Artificial Intelligence Projects for Beginners

Product typeBook
Published inJul 2018
Reading LevelIntermediate
PublisherPackt
ISBN-139781789539462
Edition1st Edition
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Dr. Joshua Eckroth
Dr. Joshua Eckroth
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Dr. Joshua Eckroth

Joshua Eckroth is an Assistant Professor of Computer Science at Stetson University, where he teaches AI, big data mining and analytics, and software engineering. He earned his PhD from The Ohio State University in AI and Cognitive Science. Dr. Eckroth also serves as Chief Architect at i2k Connect, which focuses on transforming documents into structured data using AI and enriched with subject matter expertise. Dr. Eckroth has previously published two video series with Packt, Python Artificial Intelligence Projects for Beginners and Advanced Artificial Intelligence Projects with Python. His academic publications can be found on Google Scholar.
Read more about Dr. Joshua Eckroth

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Understanding neural networks


Neural networks, which were originally called artificial neural networks, are inspired by actual neurons found in animal's brains and other parts of the nervous system. Neurons are connected to each other and they receive and send impulses throughout the animal's body, or in the case of computing, the network.

The following diagram shows the components of a single neuron:

Components of a single neuron

The following graph shows how a neuron fires:

How a neuron fires

It is all or nothing, meaning, when the neuron gets enough input from its neighbors, it quickly fires and sends a signal down its axon to each forward-connected neuron.

Here, we can see actual neurons in a brain:

Actual neurons in a brain

A human brain has about 100 billion neurons all together, and has about 100 trillion connections. It is worth noting that the neural networks we create in software have at least 1 million times less complexity.

 

 

Feed-forward neural networks

Most of the neural networks that...

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Python Artificial Intelligence Projects for Beginners
Published in: Jul 2018Publisher: PacktISBN-13: 9781789539462

Author (1)

author image
Dr. Joshua Eckroth

Joshua Eckroth is an Assistant Professor of Computer Science at Stetson University, where he teaches AI, big data mining and analytics, and software engineering. He earned his PhD from The Ohio State University in AI and Cognitive Science. Dr. Eckroth also serves as Chief Architect at i2k Connect, which focuses on transforming documents into structured data using AI and enriched with subject matter expertise. Dr. Eckroth has previously published two video series with Packt, Python Artificial Intelligence Projects for Beginners and Advanced Artificial Intelligence Projects with Python. His academic publications can be found on Google Scholar.
Read more about Dr. Joshua Eckroth