Giter VIP home page Giter VIP logo

anmol957 / bitcoin_value_predictor Goto Github PK

View Code? Open in Web Editor NEW
0.0 1.0 0.0 263 KB

Creating a Bitcoin value predictor by correlating social media sentiment with market trends using sentiment analysis and machine learning algorithms.

License: MIT License

Java 0.80% Python 0.27% Jupyter Notebook 98.94%
bitcoin-payment bitcoin-prediction data-extraction data-preprocessing linear-regression lstm-model time-series

bitcoin_value_predictor's Introduction

BitCoin-Value-Predictor

Abstract:

The project attempts to predict the future value of Bitcoins by identifying the correlation between social media sentiment and market sentiment. We will achieve this by collecting user feeds from social media such as twitter, facebook and linkedin. Once we have our corpus we will map their associated sentiments using IBM Watson’s Natural Language Understanding API. While mapping sentiments to our corpus we attempt to capture granular level categories namely joy, anger, happiness, etc. We use these as feature vectors to our ML/DL algorithms. Then we compare the results of the different algorithms and choose the one with the best accuracy score.

Technologies:

  • Programming Languages: Python, Java
  • Big data technologies: Spark ML, Spark-SQL, Hadoop Mapreduce
  • Libraries: Pandas, Matplotlib, Scikit-learn, TensorFlow , Keras

Data Sources:

  1. Twitter Api to get the tweets about BitCoins/Cryptocurrencies.
  2. LinkedIn Api to get the corpus on blogs.
  3. Web Scraping to get data from News articles.

Dropbox link with data:

https://www.dropbox.com/s/oy5zcf4aiorr0dr/Archive.zip?dl=0

References:

bitcoin_value_predictor's People

Contributors

anmol957 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.