{"repo":"manthanthakker/BitcoinPrediction","free":true,"listed":false,"github":"https://github.com/manthanthakker/BitcoinPrediction","clone":"git clone https://github.com/manthanthakker/BitcoinPrediction.git","description":"CryptoCurrency prediction using Deep Recurrent Neural Networks","language":"Jupyter Notebook","stars":101,"topics":["cryptocurrency","machine-learning","rnn","time-series","arima","bitcoin-price-prediction","bitcoin","bitcoin-price-data","yahoo-finance","reddit-api"],"license":"MIT","category":"blockchain-web3","readme_excerpt":"BitcoinPrediction CryptoCurrency prediction using Deep Recurrent Neural Networks This repository contains various Machine learning models used in industry to predict stock prices and cryptocurrency in finance industry. - Fundamental analysis of the stock price using Yahoo Finance - Data Visualization using Seaborn - ARIMA model to capture the trends,seasonality, forecast the prices and use as a baseline - Simpler machine learning models (Random Forest, Regression etc) - Recurrent Neural Networks / Long Short Term Memory Networks Each model is compared against each other to highlight pros and cons of each model. Install This project requires Python and the following Python libraries installed: - NumPy - Pandas - matplotlib - scikit-learn - [fastai] - [pytorch] You will also need to have software installed to run and execute a Jupyter Notebook If you do not have Python installed yet, it is highly recommended that you install the Anaconda distribution of Python, which already has the above packages and more included. Code The source code is divided into multiple sections following the machine learning design pattern of : Data Exploration, Training, Testing and Hyperparameter Optimization. You can view the precompiled version of the notebook or you can rerun the entire notebook. The datasets are made available on public S3 Buckets. Running the notebook, will automatically download the datasets for you. Run In a terminal or command window, navigate to the top-level project directo","default_branch":null,"files":null,"tree":[],"storefront":"/r/manthanthakker","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/manthanthakker/BitcoinPrediction/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}