UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 8 Issue 6
June-2021
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2106299


Registration ID:
310701

Page Number

c201-c207

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Title

BITCOIN CRYPTO CURRENCY PREDICTION USING MACHINE LEARNING

Abstract

The goal of this paper is to determine how well the Bitcoin volume per USD can be predicted. The Bitcoin Price Index contains price information. The work is accomplished to varying degrees of success by employing the Bayesian optimised recurrent neural network (RNN) and the Long Short Term Memory (LSTM) network. LSTM achieves a maximum accuracy of 52% and an RMSE of 8%. The popular ARIMA model for time series is used to compare with in-depth learning models. In-depth offline learning methods outperform ARIMA's poor performance forecast, as expected. Finally, both in-depth learning models are marked on both GPU and CPU, with GPU training time improving CPU implementation by 67.7%. Bitcoin, Deep Learning, GPU, Recurrent Neural Network, Long-Term Memory, ARIMA are index terms.

Key Words

BITCOIN CRYPTO CURRENCY PREDICTION USING MACHINE LEARNING

Cite This Article

"BITCOIN CRYPTO CURRENCY PREDICTION USING MACHINE LEARNING ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.8, Issue 6, page no.c201-c207, June-2021, Available :http://www.jetir.org/papers/JETIR2106299.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"BITCOIN CRYPTO CURRENCY PREDICTION USING MACHINE LEARNING ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.8, Issue 6, page no. ppc201-c207, June-2021, Available at : http://www.jetir.org/papers/JETIR2106299.pdf

Publication Details

Published Paper ID: JETIR2106299
Registration ID: 310701
Published In: Volume 8 | Issue 6 | Year June-2021
DOI (Digital Object Identifier):
Page No: c201-c207
Country: -, -, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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