CogoHunter

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.