Regarding deep learning, how can possible limitations of simple networks be overcome by using more advance networks?

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
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Regarding deep learning, how can possible limitations of simple networks be overcome by using more advance networks?

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Introduction

Machine learning, which really is essentially a neural network having three or even more layers, is indeed a subset of deep learning. These neural networks make an attempt to simulate how the human brain works, however they are far short of being capable of matching it, enabling this to "understand" vast volumes of data. Additional hidden layers can help to tune and refine for accuracy even if a neural network with only one layer can still make approximation predictions.

Much artificial intelligence (AI) apps and services are powered by deep learning, which enhances automation by carrying out mental and physical tasks without the need for human intervention. Deep learning is the technology that powers both established and emerging technologies, like voice-activated TV remote controls, digital assistants, and well as emerging technologies(such as self-driving cars).

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