Quant Apple Scavenger

Quant Scavenger FBS – Apple Series EA

Overview

Quant Scavenger – Apple Series EA is the first release in a structured series of single-asset, ML-based quantitative Expert Advisors.

Each EA in the series is dedicated to one broker-offered asset only. This edition is specifically built for trading Apple Inc. (AAPL CFD).

The embedded quantitative model is trained exclusively on H1 (1-hour timeframe) data. It is not a multi-timeframe system and is designed to operate on H1 only.

Core Design Principles

  • Single asset, single timeframe specialization
  • An ensemble of four independently trained model types — CatBoost, XGBoost, Gradient Boosting, and LightGBM — vote on trade direction. A trade only fires when a configurable minimum number of models agree, reducing single-model overfit risk.
  • A Follow-the-Leader style selection policy periodically re-scores which model combination has performed best on recent closed trades (by win rate, Sharpe, or Sortino) and can reallocate to a different combination live — the system is not statically frozen at purchase time.
  • Stop-loss distance is derived from MAE/MFE analysis on historical trades (how far winning and losing trades actually moved before resolving), rather than an arbitrary fixed-multiple stop.
  • Optional signal gates (confidence threshold, gap size, session hour) let you tighten entry conditions beyond the base ensemble vote.
  • Quantitative, model-driven entries with a fixed holding-period exit — not a discretionary TP/SL chase.
  • Portfolio-based risk allocation
  • Structured, non-scalping execution

This EA is not a generalized multi-market robot. It is engineered specifically for Apple CFD price structure.

Model & Updates

The quantitative model:

  • Is trained on historical H1 data using a walk-forward validation methodology, with evaluation designed to avoid the accuracy inflation that comes from overlapping test windows
  • Uses structured feature inputs derived from price behavior
  • Is embedded into the EA logic via ONNX for fast in-EA inference
  • Is reviewed and retrained 

Monthly/yearly updates allow:

  • Adaptation to evolving volatility regimes
  • Recalibration to structural market changes
  • Improved robustness over time

Each update reflects refreshed training and optimization based on recent market data. 

Verified Performance

The performance are verified for FBS only, due to data availability.

Broker Consideration

Primary optimization performed using FBS CFD data.

Because quantitative systems are sensitive to tick data differences, spread structure, and execution model — and most CFD brokers are also market makers — backtesting on your own broker is recommended before live deployment.

Risk sizing (stop-loss/take-profit) is defined in fixed USD amounts rather than raw price points, so behavior stays consistent across brokers with different tick sizes. A USD-denominated account is assumed for the default risk settings; non-USD accounts should re-check position sizing before going live.

The MAE and MFE analysis advise 600 points as stop loss.

Trading Conditions

  • Required timeframe: H1 only
  • Minimum deposit: 350$ advised; a cent account is a reasonable alternative if you're not ready to commit that amount
  • Instrument: Apple CFD (AAPL)

Not designed for:

  • M1/M5 scalping
  • Multi-timeframe stacking
  • Multi-asset trading inside one EA

Inputs

Risk Management

  • max_lot — hard ceiling on position size regardless of other sizing settings
  • base_lot — starting lot size for fixed-lot mode
  • tpl_usd / sll_usd — take-profit and stop-loss expressed as a fixed USD amount per trade, broker-agnostic

Position Sizing

  • fraction_of_account — percentage of account equity used for dynamic position sizing. Not implemented yet
  • Fix_Lot_Mode — if true, a constant lot size is used instead of dynamic sizing.
  • Fix_Lot — used only when Fix_Lot_Mode = true . If set to 0, the broker's minimum lot size is used.

Model Configuration

  • EnsembleMask — which of the four models are active in the voting pool
  • EnsembleMinAgree — minimum number of active models that must agree before a trade fires (0 = full consensus required)
  • UseLazyFTL / UseLazyFTLModel — enable adaptive pair/model reallocation

Signal Gates (all optional, off by default unless noted)

  • UseConfGate / ConfThreshold — only trade when ensemble confidence exceeds this level, ideal value from calibration lies between 0.55 and 0.58 for higher accuracy
  • UseGapGate / GapGate — filter entries by opening gap size
  • UseHourGate — restrict trading to specific session hours


Trial Version

Contact Me if you have broker in mind and want a free demo.

Operational Notes

  • Not intended to guarantee immediate profits
  • Not immune to market shocks or slippage
  • Manual supervision during major news events is advisable
  • Past performance, whether backtested or live, does not guarantee future results

Series Structure

The Quant Scavenger Series will expand to include one EA per asset, each trained and updated independently. This Apple Series edition is the first in that structure.

Support

Contact me at frankmichel022@gmail.com — or https://www.mql5.com/en/users/frankmichel022-gmail , if you went through the trouble of downloading this, you might as well write the developer for suggestions.

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Gold Snap — A Fast Profit Capture System for Gold Gold Snap v2.1 launch offer: the first 10(7 left) unlimited licenses are $599 with a free internal EA, ending in 7 days or when sold out (regular price $999). Live Signal: https://www.mql5.com/en/signals/2362714 Live Signal2: https://www.mql5.com/en/signals/2372603 Live Signal v2.0: https://www.mql5.com/en/signals/2379945 Important: After purchase, please contact us via MQL5 private message to receive the user guide, recommended settings, inst
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Built to dominate the gold market. Official Information Seller profile Official channel User Guide LIMITED PRICE — $799 Aura Gold Pro Edition is available for $799 until the end of September . Starting October 1 , the price will increase to $999 — secure your copy before the price goes up. Live Trading Signals  Roboforex https://www.mql5.com/en/signals/2366593 FPMarkets https://www.mql5.com/en/signals/2358523 ICTrading https://www.mql5.com/en/signals/2380859 Description Aura Gold PRO Edition is
The Gold Space
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LIVE SIGNAL REACHED NEW HIGH Live Signal on Vantage https: // www.mql5.com/en/signals/2378090 https: // www.mql5.com/en/signals/2378091 live signal is running mode/option 1 with autolot 2 % risk. Join telegram group   https://t.me/+UaALtDiYMb4xYTk1 Overview:  The Gold Space is a fully automated, professional-grade Expert Advisor specifically engineered for the XAUUSD (Gold) market. Designed natively for MetaTrader 5, this EA capitalizes on high-probability volatility expansions using a precise,
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Hanzla Khalil
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Experts
SwingForge Gold MT5 — Multi-Zone Breakout Engine 4 Copies left then the price will be increased to: $299 — Current Price: $249 If you’ve traded Gold (XAUUSD), you already know the problem: most automated EAs rely on dangerous grids, martingale, or cost-averaging that look great until one big trend wipes out the account. SwingForge Gold was built on the opposite philosophy: strict risk management and pure price action. It trades confirmed swing breakouts using pending stop orders. Every sin
Gold Bomb
Aleksandr Makarov
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If you are reading this message - you have found the grail in the market!!! The advisor is based on my   Author's indicators . No   AI   or any other nonsense. Only a combination of indicators, levels and price action. Does not use dangerous trading methods, works on   XAUUSD M1  and with currency pairs! Always sets   Stop Loss   and   Take Profit . Real signal: https://www.mql5.com/en/signals/2388322 Be sure to contact me after purchase and send me your trading account number to activate the ad
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SomaGold is a multi-strategy breakout Expert Advisor for MetaTrader 5, built exclusively for Gold (XAUUSD). One chart, one EA, 32 independent strategies running together as a single diversified portfolio. Live Signal. This is my first published EA on MQL5. To make it accessible at launch, I am using a transparent ramping-price model: Launch price: 100 USD The price increases by 100 USD for every 10 copies sold Early buyers lock in the lowest price for the lifetime of the product. Concept Instead
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Experts
UPDATE:  Few Copies Left At Current Price! Final price: $999 If you value honesty and a real trading system built for live trading, not just a perfect-looking straight-line backtest that can end up blowing your account, then this might be for you. No Martingale / No Grid 22 Months Live Signal +300% Live Growth [Live Signal]  |  [FTMO Results]  |  [Main Portfolio]  |  [Backtest Guide] Why Range Breakout EA is so Stable ? Range Breakout EA is based on a well-known market behaviour: changes in vo
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Valentina Zhuchkova
Experts
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