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AI Trading Signals – Real-Day
Forex High/Low Prediction with PyTorch + Gradio
🚀 Demo of an AI-powered system for forecasting daily high and low prices in Forex markets. Built with PyTorch (ConvGRUTransformerHLV10) and deployed with Gradio Web UI.
✨ Features
🔹 Input: OHLC, Tick Volume, Hour, Weekday, Month
🔹 Output: Predicted High & Low
🔹 Model: ConvGRUTransformerHLV10 (PyTorch)
🔹 Interactive Web UI: Powered by Gradio – no setup required
🚀 How to Use
Select a trading symbol (e.g., EURUSDm, GBPUSDm, DXYm, …)
Enter Open, High, Low, Close, Tick Volume, Hour, Weekday, Month
Click Submit
Get Predicted High / Low instantly 🎯
🔌 API Access
The model also provides a simple REST API.
Endpoint POST https://CogoHunter-Real-Day.hf.space/run/predict_signal_gradio
Example (Python) import requests
url = "https://CogoHunter-Real-Day.hf.space/run/predict_signal_gradio" payload = { "data": ["EURUSDm", 1.17, 1.18, 1.16, 1.175, 12345, 12, 3, 9] } res = requests.post(url, json=payload).json() print(res)
✅ Example Output:
{"data": [1.1823, 1.1642]}
🧑💻 About
This project is a demo showcase to highlight the potential of AI in financial forecasting.
Developer: CogoHunter
Tech Stack: PyTorch · Gradio · HuggingFace Spaces
Status: 🟢 Live Demo
⚡ Disclaimer
❗ This model is provided for research and educational purposes only. It should not be considered financial advice. Use at your own risk.