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Hands-On Neural Networks with Keras

You're reading from  Hands-On Neural Networks with Keras

Product type Book
Published in Mar 2019
Publisher Packt
ISBN-13 9781789536089
Pages 462 pages
Edition 1st Edition
Languages
Author (1):
Niloy Purkait Niloy Purkait
Profile icon Niloy Purkait

Table of Contents (16) Chapters

Preface Section 1: Fundamentals of Neural Networks
Overview of Neural Networks A Deeper Dive into Neural Networks Signal Processing - Data Analysis with Neural Networks Section 2: Advanced Neural Network Architectures
Convolutional Neural Networks Recurrent Neural Networks Long Short-Term Memory Networks Reinforcement Learning with Deep Q-Networks Section 3: Hybrid Model Architecture
Autoencoders Generative Networks Section 4: Road Ahead
Contemplating Present and Future Developments Other Books You May Enjoy

Understanding biological vision

Our next insight into biological visual systems comes from a series of experiments conducted by scientists from Harvard University, back in the late 1950s. Nobel laureates David Hubel and Torstein Wiesel showed the world the inner workings of the mammalian visual cortex, by mapping the action of receptor cells along with the visual pathway of a cat, from the retina to the visual cortex. These scientists used electrophysiology to understand exactly how our sensory organs intake, process, and interpret electromagnetic radiation, to generate the reality we see around us. This allowed them to better appreciate the flow of stimuli and related responses that occur at the level of individual neurons:

The following screenshot describes how cells respond to light:

Thanks to their experiments in the field of neuroscience, we are able to share with you several...

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