Introduction

Expert adviser  Acron NN MT5 - A single layer (perceptron) Neural Networks Forex robot with virtual order management. In machine learning, the perceptron is an algorithm for supervised learning of binary classifiers. A binary classifier is a function which can decide whether or not an input, represented by a vector of numbers, belongs to some specific class. It is a type of linear classifier, i.e. a classification algorithm that makes its predictions based on a linear predictor function combining a set of weights with the feature vector.

Acron NN MT5 default settings been trained under ~3 months from  2019/06/03 to 2019/08/31 on EurUsd time frame  H1. It's advisable to use  default settings only on this pair and time frame! As described, there are four set of weights that needs attention (supervised learning). These are the main inputs to focus on while optimizing. More over there's a virtual trailing stop system which monitor the executed order. These virtual inputs should be optimized after the four weighted inputs and hard stop or leave it completely off and let Acron NN MT5 decide when to close the order with it's reversed signal detection system which in this case function as a virtual take or stop to the order.

Keep learning period between(2-6 months, 3 recommended). Optimization preferable on each tick modelling quality. Re-optimization when the results begin to get very unprofitable. The presence of losses means market has changed, and re-optimization is necessary. Presence of profits means there is no need of any re-optimization as Acron NN MT5 still recognizes market patterns.

Futures

• Virtual order management and trailing stop
• No dangerous trading techniques used
• Hard stop loss - In case of a longer period of connection loss a hard stop protects your funds
• Friday early close
• Forced order close on Friday
• Weekday manager - Monday - Friday On/off
• Export order data to csv file
• Money management
• Pending/Market orders
• Works on any currency pair and time frame (by supervised learning first)
• Low initial deposit - $50-$100 based on leverage 1:500
• Supports only Hedge account

How to learn Acron NN MT5?

Settings been numbered in steps 1-4. Always start with 'Market orders', continue and select all settings numbered 1 and start optimize. Continue with step 2 but make sure you unselect all steps 1 and so on. Pending orders you do last of all (4). Storage capacity of market patterns are quite limited so remember to stay within recommended learning period- Do not optimize for example a year or more because it will then fail.

Settings

• Show comment - Enable/disable comments field (always off in tester mode)
• Retry count - In case of order close failure on reversed signal,retry these # to close order again
• Hour stop trading Friday - Not opening any new orders after this hour
• Forced close Friday stop - If enabled, and there is an open order in profit it will be forced closed at stop hour
• ADX filter - Enable/disable
• ADX strength - Set desired minimum ADX value of trend strength for order entries
• Slippage - Maximum allowed slippage
• Spread filter - Enable/disable
• Max spread - Set desired maximum allowed spread for order entries
• Hard stop loss - In case of terminal connection loss to the broker server a hard stop serve to protect your funds
• Set hard stop - Set desired hard stop to use in points (make sure it's greater then VR stop loss if used)
• Fixed lots size - With money management off - fixed lots size always
• Money management - Enable/disable
• Risk % - Percentage of account to be risked in each trade when MM enabled(1-2% recommended)
• Magic number - Advisers order ID number identifier
• 1st weighted input - First input to the linear prediction class
• 2nd weighted input - Second input to the linear prediction class
• 3rd weighted input - Third input to the linear prediction class
• 4th weithted input - Forth input to the linear prediction class
• Pricetype - Type of price to use in the perceptron
• Time frame - Indicator working time frame
• Use trailing stop - Enable/disable
• Break even in points - Break even 
• Step - Stop loss movement step in points
• Profit trailing - Minimum profit of trailing stop in points