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https://github.com/arshitarora/tsp-crypto-predictor
A Crypto currency predictor which uses TSP algo and uses CoinCap API for realtime values of the same
https://github.com/arshitarora/tsp-crypto-predictor
blockchain coincap machine-learning python tsp
Last synced: 12 days ago
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A Crypto currency predictor which uses TSP algo and uses CoinCap API for realtime values of the same
- Host: GitHub
- URL: https://github.com/arshitarora/tsp-crypto-predictor
- Owner: ArshitArora
- Created: 2023-09-09T14:36:49.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-02-28T07:22:53.000Z (10 months ago)
- Last Synced: 2024-09-18T10:49:17.986Z (3 months ago)
- Topics: blockchain, coincap, machine-learning, python, tsp
- Language: Jupyter Notebook
- Homepage:
- Size: 1.18 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# 📈 Cryptocurrency Price Prediction with Prophet and CoinCap API 🚀
This project uses the Prophet time series forecasting model and the CoinCap API to predict the future prices of cryptocurrencies. It provides forecasts for a list of selected cryptocurrencies based on their historical pricing data on a daily basis.
## Features
- Retrieve a list of available cryptocurrencies from CoinCap.
- Perform time series forecasting for selected cryptocurrencies.
- Visualize the forecasts with interactive plots.## Getting Started
### Prerequisites
Make sure you have the following requirements installed:
- Python 3.x
- Jupyter Notebook (for interactive use)
- Required Python packages (install using `pip install -r requirements.txt`)### Installation
1. Clone the repository:
```bash
git clone https://github.com/Delicate-Jerk/TSP-crypto-predictior.git
```2. Navigate to the project directory:
```bashcd TSP-crypto-prediction
```
3. Install the required Python packages:
```bashpip install -r requirements.txt
```
4. Usage- Open the Jupyter Notebook `main.ipynb`.
- Run the cells in the notebook to fetch cryptocurrency data and make predictions.
- Select the cryptocurrencies you want to predict using the provided widget.
- View the forecasts and visualizations for the selected cryptocurrencies.
- Supported Currencies
You can choose from a variety of cryptocurrencies for prediction. Here are some of the supported currencies:Bitcoin (BTC)
Ethereum (ETH)
Litecoin (LTC)
Ripple (XRP)
...