Integrating Deep Learning Algorithms to Overcome Challenges in Big Data Analytics

2021 ◽  
Author(s):  
R. Sujatha ◽  
S. L. Aarthy ◽  
R. Vettriselvan
Author(s):  
Murad Khan ◽  
Bhagya Nathali Silva ◽  
Kijun Han

Big Data and deep computation are among the buzzwords in the present sophisticated digital world. Big Data has emerged with the expeditious growth of digital data. This chapter addresses the problem of employing deep learning algorithms in Big Data analytics. Unlike the traditional algorithms, this chapter comes up with various solutions to employ advanced deep learning mechanisms with less complexity and finally present a generic solution. The deep learning algorithms require less time to process the big amount of data based on different contexts. However, collecting the accurate feature and classifying the context into patterns using neural networks algorithms require high time and complexity. Therefore, using deep learning algorithms in integration with neural networks can bring optimize solutions. Consequently, the aim of this chapter is to provide an overview of how the advance deep learning algorithms can be used to solve various existing challenges in Big Data analytics.


2020 ◽  
pp. 1344-1357
Author(s):  
Murad Khan ◽  
Bhagya Nathali Silva ◽  
Kijun Han

Big Data and deep computation are among the buzzwords in the present sophisticated digital world. Big Data has emerged with the expeditious growth of digital data. This chapter addresses the problem of employing deep learning algorithms in Big Data analytics. Unlike the traditional algorithms, this chapter comes up with various solutions to employ advanced deep learning mechanisms with less complexity and finally present a generic solution. The deep learning algorithms require less time to process the big amount of data based on different contexts. However, collecting the accurate feature and classifying the context into patterns using neural networks algorithms require high time and complexity. Therefore, using deep learning algorithms in integration with neural networks can bring optimize solutions. Consequently, the aim of this chapter is to provide an overview of how the advance deep learning algorithms can be used to solve various existing challenges in Big Data analytics.


2015 ◽  
Vol 2 (1) ◽  
Author(s):  
Maryam M Najafabadi ◽  
Flavio Villanustre ◽  
Taghi M Khoshgoftaar ◽  
Naeem Seliya ◽  
Randall Wald ◽  
...  

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