Update README.md

README.md

@@ -1,59 +1,58 @@
-
----
-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
-- **Ensemble Model**: Combined predictions
-
-## 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*
+
+---
+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*