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Quant ML JP225

Live Monitoring: https://www.mql5.com/en/signals/2252642

Quant ML JP225 is a bot tailored for instruments related to the Tokyo / Nikkei index, operating on the H1 timeframe.

This bot is created and validated using machine learning algorithms, with a focus on maintaining strategy stability. It:

  • Utilizes only market entries with fixed ATR-based SL and TP levels.
  • Does not employ trailing stops, breakevens, martingale, grid, or adding additional positions when the initial position is in the red.
  • Has undergone testing and validation on both in-sample (IS) and out-of-sample (OOS) data.
  • Additionally, it has been forward tested and manually validated on data outside of both IS and OOS.

Instead of paying $1500 for a highly profitable strategy that lasts 3-6 months, you can build a diversified portfolio of robust strategies validated by all existing methods (IS testing, IS validation, OOS validation, additional forward testing, and more).


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Thi Thu Ha Hoang
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Have you ever wondered why most expert advisors are not effective in live trading, despite their perfect backtest performance? The most likely answer is   Over-fitting . Many EAs are created to ‘learn’ and adapt perfectly to the available historical data, but they fail to predict the future due to a lack of generalizability in the constructed model. Some developers simply don't know about the existence of over-fitting, or they know but don't have a way to prevent it. Others exploit it as a tool
GOLD CatBoost Distans MA 3 ST V1   EA works on the Catboost algorithm. The technology described in my articles is used, which you can read below: Experiments with neural networks (Part 1): Revisiting geometry   https://www.mql5.com/en/articles/11077 Experiments with neural networks (Part 2): Smart neural network optimization   https://www.mql5.com/en/articles/11186 Experiments with neural networks (Part 3): Practical application   https://www.mql5.com/en/articles/11949 Experiments with
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