INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
Cryptocurrency, especially Bitcoin, is one of the most volatile markets today and has gained a lot
of attention from investors across the globe. Cryptocurrency, being a novel technique for
transaction systems, has led to a lot of confusion among investors and any rumors or news on
social media has been claimed to significantly affect the prices of cryptocurrencies. Implemented
linear regression and Long Short-Term Memory ( LSTM) models for bitcoin price prediction. The
goal of this proposed work is to predict prices for Bitcoin using Machine learning techniques for
the next day and prepare a strategy to maximize gains for investors. We also aim to find out if
there is a correlation between fluctuating Bitcoin prices and related news. The proposed method
compared to other Machine Learning models from relevant studies, it was revealed that the linear
regression model's accuracy rate is quite high; it was shown to be 99.87 percent correct. On the
other hand, the LSTM model has a minor error rate of 0.08 percent. The neural network model is
thus shown to be more optimal than the machine learning model as a result of this. Ensemble
learning and other eminent deep learning techniques may improve the bitcoin price prediction
accuracy.
Keywords:
Bitcoin Price prediction machine learning lstm
Cite Article:
"Bitcoin Price Prediction Using Deep Learning", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 2, page no.a22-a27, February-2023, Available :http://www.ijnrd.org/papers/IJNRD2302004.pdf
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ISSN:
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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