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LSTM Ensemble is an MT5 expert advisor that combines the outputs of 12 LSTM neural network models into one trading signal. It is designed for H6 and can trade up to six currency pairs from one chart.
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LSTM Ensemble is an expert advisor for MetaTrader 5 that bases each trading decision on twelve separate LSTM neural network models instead of a single one. Every model is trained on its own portion of historical data, and the expert merges their outputs into one consensus signal that drives entries.
A common way to train a trading network is to fit one model on most of the history and hold back a smaller part for testing. That model then reflects one view of one historical period. LSTM Ensemble takes a different route: twelve models are each trained on a different historical fold, so each looks at the market from a slightly different angle and has different strengths and weaknesses.
When a decision is needed, the expert gathers the output of all twelve and acts on the combined result. The idea behind this design is that an error from one model has less influence on the final signal. Whether that holds up in practice depends on market conditions, so it should be checked in your own testing rather than assumed.
The expert re-evaluates conditions as new data arrives and updates its decisions accordingly.
The main timeframe is H6, which sits between the noise of short charts and the delay of very long ones. With multi-currency mode enabled, a single instance trades six currency pairs. Each pair has its own switch in the inputs, so you can disable any market you consider unsuitable. Check the symbol list in the input window of your terminal to see exactly which pairs are included.
| Input | Purpose |
|---|---|
| Max positions per symbol | Upper limit on open positions for each symbol |
| Range between positions (points) | Minimum distance before an additional position can be opened |
| Risk per trade (%) | Share of the deposit risked per trade; lot size is calculated automatically |
| Spread max | Highest spread at which a market entry is allowed |
| Suffix for symbols | Broker symbol suffix, such as .m or _i |
| Take profit / Stop loss (points) | Fixed exit levels |
| Trailing stop (points) | Trailing distance; 0 turns it off |
| Magic number and comment | Identify the expert's orders |
| Multi mode | Enables trading on all selected symbols from one chart |
There are also display options for font colour and size, and a log interval that controls how often messages are written to the event log. Default values are not listed here, so review them in the input window and adjust them for your account and broker.
Allowing several positions per symbol and spacing them by a set distance means exposure can build up when price moves against open trades. Keep the risk per trade modest, confirm the maximum position count, and watch the combined exposure across all six pairs.
Trading carries risk, and you can lose some or all of your deposit. Past or tested results do not predict future ones. Run the expert on a demo account first and only trade money you can afford to lose.
| Product type | Expert Advisor |
|---|---|
| Platform | MetaTrader 5 |
| Strategy focus | Signals |
| Delivery | Download from your account after purchase |
| License key | Not needed |
| Status | Launching soon |
| Category | Expert advisor (Experts folder) |
| Strategy type | Neural network ensemble, signal-based entries |
| Main timeframe | H6 |
| Markets | Six currency pairs, selectable in the inputs |
| Position sizing | Percentage risk per trade or as set in the inputs |
| Requirements | Algo trading enabled; symbol suffix set if the broker uses one |
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It is an MT5 expert advisor and will not load on MetaTrader 4. Place it in the Experts folder of an MT5 terminal and attach it to a chart with algorithmic trading enabled.
H6 is the main timeframe the expert is built around. Attach it to a chart on that timeframe unless you have tested another setting yourself in the Strategy Tester and on a demo account.
Yes, provided you enter the suffix in the symbol suffix input, for example .m or _i. Also confirm in Market Watch that all six pairs you want to trade are available and visible.
No. With multi-currency mode switched on, one instance can handle the six supported symbols. You can switch individual symbols off in the inputs if you only want some of them traded.
No fixed figure is given here, so check the product page and test on a demo account first. The risk per trade input scales lot size to your balance, but stop levels, spreads and margin rules differ between brokers.
No. Trading carries risk, you can lose money, and past or tested results do not predict future ones. Test it on a demo account before using real funds.
LSTM Ensemble
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