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I am looking for a skilled programmer to develop the following strategy:
-
Connecting Python to MT5:
- Integrate Python with the MT5 platform and interact with the trading account in real-time using the following login credentials:
- account_id
- password
- server
- Integrate Python with the MT5 platform and interact with the trading account in real-time using the following login credentials:
-
Using Advanced Python Libraries:
- Utilize advanced Python libraries to design and train neural networks that predict market trends.
- Rely on real-time market data (such as previous prices and historical data for both currencies and gold).
-
Historical Data:
- Fetch historical data from the MT5 platform for currencies and gold (such as close, open, high, low prices, and volume) for various timeframes (1 minute, 5 minutes, 15 minutes, hourly, daily, weekly, monthly).
- Split the data into training and testing sets, continuously updating the data while the system is running to ensure the model works in real-time.
-
Neural Network Design:
- Design a Multi-layer Perceptron (MLP) or use advanced prediction models like LSTM or GRU to handle time series data and forecast future market trends.
- The neural network should either be an MLP, LSTM, or GRU network to process time-series data.
- Use advanced models like LSTM or GRU, which are capable of handling time-series data and predicting future market direction based on previous price patterns.
- The neural network should learn to recognize repeated patterns in price movements, such as large spikes or reversal patterns, without relying on traditional indicators.
-
Training the Model:
- Train the model on data such as:
- Series of open and close prices.
- Highs and lows over different timeframes.
- Train the model on data such as:
-
Focusing on Raw Price Patterns:
- Design a neural network that focuses on learning hidden price patterns in raw data without relying on technical indicators.
- Use raw price data (such as open, close, high, low prices, and volume) instead of technical indicators.
- Prepare the data to be clean and usable for deep prediction models, with continuous updates in real-time.
-
Making Trading Decisions:
- Make buy or sell decisions based on the model’s output, using Stop Loss (SL) and Take Profit (TP) levels determined by the model's analysis and potential risks.
- For example:
- If the neural network predicts a price increase with a confidence level above 75%, a buy trade is opened.
- If the neural network predicts a price decrease with a confidence level above 75%, a sell trade is opened.
- Stop Loss (SL) and Take Profit (TP) levels are set based on the model’s output and the level of potential risk.
-
Risk Management:
- Determine the lot size (trade size) based on the account balance and the defined risk level (for example, risking 1-2% of the capital per trade).
- Use a Trailing Stop to protect profits in case the market moves in favor of the trade.
- Monitor all open trades and automatically close them if the prediction changes or targets are reached.
-
Direct Execution:
- Use the MetaTrader5 library to send orders directly to the MT5 platform (open trades, set Stop Loss, and Take Profit).
- Continuously update predictions and signals based on new market movements and updates from the neural network.
This strategy aims to execute trades directly in the MT5 platform based on real-time market predictions from a neural network, without the use of traditional indicators.
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