{"repo":"Mechres/Price-Predict","free":true,"listed":false,"github":"https://github.com/Mechres/Price-Predict","clone":"git clone https://github.com/Mechres/Price-Predict.git","description":"Crypto & Stock* price prediction with regression models.","language":"Python","stars":14,"topics":["bitcoin","catboostregressor","lstm","lstm-model","lstm-neural-networks","prophet","xgboost-regression","ai","lgbm","lightgbm"],"license":null,"category":"blockchain-web3","readme_excerpt":"Crypto & Stock Price Prediction with Various Neural Networks Crypto & Stock Price Prediction and Forecasting Toolkit. Main.py & GUI.py files let's you select model, start & end date, available models are: Lstm, Catboost, Prophet, XGBoost, LGBM and Random Forest. Update Log: Dependencies: In case of an update breaks something: - tensorflow = 2.16.1 - keras = 3.3.3 - prophet = 1.1.5 - yfinance = 0.2.40 - ta = 0.11.0 - scikit-learn = 1.5.0 - catboost = 1.2.5 - lightgbm = 4.4.0 LSTM Long Short-Term Memory (LSTM). It leverages historical price data from Yahoo Finance and incorporates technical indicators (SMA, EMA, RSI) as well as time-based features to improve the prediction accuracy. CatBoost Gradient boosting library. It leverages historical price data from Yahoo Finance and focuses on finding the optimal model parameters through grid search for improved prediction accuracy. Prophet Meta's forecasting library designed for time series with seasonality and trend components, leveraging volume as a predictor. XGBoost XGBoost is an optimized distributed gradient boosting library designed to be highly efficient, flexible and portable. LightGBM LightGBM is a gradient boosting framework that uses tree based learning algorithms Planned Features: - Graphical User Interface (GUI) - Save & Load - Random Forest Regressor - Gradient Boosting Regressor Important Notes: - This is a side project made in free times, models made with this project shouldn't be used for anything other than experime","default_branch":null,"files":null,"tree":[],"storefront":"/r/Mechres","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Mechres/Price-Predict/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."}