|
|
|
|
|
--- |
|
|
language: en |
|
|
tags: |
|
|
- forecasting |
|
|
- financial |
|
|
- stock-prediction |
|
|
- cryptocurrency |
|
|
- machine-learning |
|
|
- time-series |
|
|
--- |
|
|
|
|
|
# FinTech Forecasting Models |
|
|
|
|
|
This repository contains trained machine learning models for financial forecasting. |
|
|
|
|
|
## Models Included |
|
|
|
|
|
- **Traditional Models**: Moving Average (MA), ARIMA, VAR |
|
|
- **Neural Networks**: GRU, LSTM |
|
|
|
|
|
## Usage |
|
|
|
|
|
These models can be used for: |
|
|
- Stock price forecasting |
|
|
- Cryptocurrency price prediction |
|
|
- Financial time series analysis |
|
|
|
|
|
## Files Uploaded |
|
|
|
|
|
- AAPL_NASDAQ_model_info.json |
|
|
- BTC_USD_CRYPTO_model_info.json |
|
|
- gru_AAPL_NASDAQ.h5 |
|
|
- gru_AAPL_NASDAQ_config.json |
|
|
- gru_BTC_USD_CRYPTO.h5 |
|
|
- gru_BTC_USD_CRYPTO_config.json |
|
|
- gru_IBM_NYSE.h5 |
|
|
- gru_IBM_NYSE_config.json |
|
|
- IBM_NYSE_model_info.json |
|
|
- lstm_AAPL_NASDAQ.h5 |
|
|
- lstm_AAPL_NASDAQ_config.json |
|
|
- lstm_BTC_USD_CRYPTO.h5 |
|
|
- lstm_BTC_USD_CRYPTO_config.json |
|
|
- lstm_IBM_NYSE.h5 |
|
|
- lstm_IBM_NYSE_config.json |
|
|
|
|
|
## Performance |
|
|
|
|
|
Models were trained on historical financial data and evaluated using RMSE, MAE metrics. |
|
|
|
|
|
## Training Data |
|
|
|
|
|
- AAPL NASDAQ |
|
|
- BTC USD CRYPTO |
|
|
- IBM NYSE |
|
|
|
|
|
--- |
|
|
*Uploaded as part of university NLP/FinTech assignment* |
|
|
|
