In machine learning, optimization or tuning of hyper parameters is the problem of choosing a set of optimal hyper parameters for a learning algorithm. A hyper parameter is a parameter whose value is used to control the learning process. In contrast, the values of other parameters (usually node weights) are trained. The same type of machine learning model may require different constraints, weights, or learning rates to generalize different data models. These parameters are called hyper parameters and must be configured in such a way that the model can optimally solve the machine learning problem. Hyper-parameter optimization allows us to find a set of hyper-parameters that gives an optimal model that minimizes a given loss function on given independent data.
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In machine learning, optimization or tuning of hyper parameters is the problem of choosing a set of optimal hyper parameters for a learning algorithm. A hyper parameter is a parameter whose value is used to control the learning process. In contrast, the values of other parameters (usually node weights) are trained. The same type of machine learning model may require different constraints, weights, or learning rates to generalize different data models. These parameters are called hyper parameters and must be configured in such a way that the model can optimally solve the machine learning problem. Hyper-parameter optimization allows us to find a set of hyper-parameters that gives an optimal model that minimizes a given loss function on given independent data.
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How to use the Expert
1. The classic way of long-term trading, set the expert to low risk and sleep peacefully. All trades are protected by a hard stop loss.
2. You install an Expert Advisor with a higher risk, the drawdown will be larger, the stops will be more significant, but there is an opportunity to “fly to the moon”.
3. In Rocket mode, you set the maximum risk, and within 5-6 trades, the Expert doubles your deposit, or loses everything. You can withdraw profit after each trade or wait for him to double the deposit.
Information:
- Working symbol XAUUSD
- Working time frame: H1
- Minimum deposit: $100
- The minimum leverage is 1:20
- ECN broker is recommended
- Martingale, grid, hedging and other dangerous methods of money management are not used
- Hard stop loss and take profit for each position
- Not sensitive to broker conditions, but the lower the spread on gold, the better
- Easy to understand
- Suitable for FTMO
Risk warning:
- Before buying the Aura Rocket EA EA, please be aware of all the risks associated with Forex trading.
- Past results are not a guarantee of future profitability (the Expert Advisor can also make losses).
- The back-tests shown (for example, in the screenshots) are optimized to find the best parameters, so the results cannot be transferred to real trading.
- This strategy always uses a stop loss, but the execution of the SL depends on your broker.
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