Neural Network Builder

YOU MUST OPTIMIZE.  OPIMIZE ON LAST YEAR OR LAST MONTH, FOR HEDGED ACCOUNTS

Neural Network Builder EA is a neural network builder. It can be used to create a neural network with a specific number of layers and neurons per layer. There are 4 input neurons which represent OHLC, there are 6 hidden neurons which represent the weights and in this case 4 indicators are used in the hidden layers and then there are the 2 binary output neurons which are represented as buy and sell.  It looks to pick the best areas for a hedge.

Explanation:

1. 4 input neurons OHLC: The four input neurons represent the Open, High, Low, and Close prices of a security. These prices are used to calculate the neurons.
2. 4 indicators with weights as hidden neurons: The four indicators are the Average Moving Average (AMA), the Moving Average Convergence Divergence (MACD), the Relative Strength Index (RSI), and the Average True Range (ATR) as the hidden neurons Each indicator is calculated using the four input neurons. The weights of the indicators are used to determine how much each indicator contributes to the final output.
3. Trained using genetic optimization from the optimizer: The neural network is trained using the genetic optimization in the strategy tester. Genetic optimization is a technique that uses natural selection to find the best set of weights for the neural network. The neural network is repeatedly evaluated on a training dataset and the weights that produce the best results are kept. The process is repeated until the neural network is able to produce good results on the training dataset.
4. Give buy and sell signals: The neural network is used to give buy and sell signals. The neural network takes the four input neurons as input and outputs a buy signal, a sell signal. The buy signal indicates that the security is likely to rise in price, the sell signal indicates that the security is likely to fall in price.

You must know how to optimize.  You acknowledge and understand, have downloaded, tested and know that set files are not provided and that this works for you.