{"repo":"josericodata/CryptoPredictor","free":true,"listed":false,"github":"https://github.com/josericodata/CryptoPredictor","clone":"git clone https://github.com/josericodata/CryptoPredictor.git","description":"Interactive cryptocurrency prediction app using machine learning and Streamlit. Analyse trends, forecast prices, and explore market insights.","language":"Python","stars":12,"topics":["ai","bitcoin","crypto","cryptocurrency","datascience","dublin","dublin-ireland","ethereum","europe","ireland"],"license":"MIT","category":"blockchain-web3","readme_excerpt":"🪙 CryptoPredictor Predicting Cryptocurrency Prices with ML CryptoPredictor is a machine learning-powered app designed to forecast cryptocurrency prices. Built with Python and Streamlit, it utilises historical data to predict trends for popular cryptocurrencies, empowering users with data-driven insights. --- 🧬 Project Structure --- 🛠️ How It's Built CryptoPredictor is built with the following core frameworks and tools: - Streamlit - To create an intuitive web interface. - Yahoo Finance API (YFinance) - To fetch up-to-date cryptocurrency data. - CoinGecko API - To dynamically fetch the top 2,500 cryptocurrencies by market capitalisation from a pool of 17,061 available tokens, ensuring access to real-time data for popular selections. For an updated list of the 2,500 tickers based on market capitalisation, users can run the Jupyter Notebook available at: CoinGeckoToCsv.ipynb. - LSTM (Long Short-Term Memory) - A neural network model optimised for time-series predictions. - Plotly - To generate dynamic and interactive financial charts. - Pandas - To manipulate and process cryptocurrency datasets. --- 🧑‍💻 How It Works 1. The user selects a cryptocurrency (e.g., BTC, ETH). 2. Historical price data is retrieved using the Yahoo Finance API. 3. The LSTM model is trained on the past 60 days of historical data. 4. Predictions are generated for the next 1–90 days. 5. Results are displayed with interactive charts and tables. --- ✨ Key Features - Real-time cryptocurrency data - Access ","default_branch":null,"files":null,"tree":[],"storefront":"/r/josericodata","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/josericodata/CryptoPredictor/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."}