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This article focuses on specifics of choice, preconditioning and evaluation of the input variables (predictors) for use in machine learning models. New approaches and opportunities of deep predictor analysis and their influence on possible overfitting of models will be considered. The overall result of using models largely depends on the result of this stage. We will analyze two packages offering new and original approaches to the selection of predictors.

Price Action. Automating the Engulfing Pattern Trading Strategy
This article describes a process of creating an Expert Advisor for MetaTrader 4 based on the Engulfing pattern, as well as the pattern recognition principle, rules of setting pending orders and stop orders. The results of testing and optimization are provided for your information.

How to Develop a Profitable Trading Strategy
This article provides an answer to the question: "Is it possible to formulate an automated trading strategy based on history data with neural networks?".

Price Action. Automating the Engulfing Pattern Trading Strategy
This article describes a process of creating an Expert Advisor for MetaTrader 4 based on the Engulfing pattern, as well as the pattern recognition principle, rules of setting pending orders and stop orders. The results of testing and optimization are provided for your information.

How to Develop a Profitable Trading Strategy
This article provides an answer to the question: "Is it possible to formulate an automated trading strategy based on history data with neural networks?".

Price Action. Automating the Engulfing Pattern Trading Strategy
This article describes a process of creating an Expert Advisor for MetaTrader 4 based on the Engulfing pattern, as well as the pattern recognition principle, rules of setting pending orders and stop orders. The results of testing and optimization are provided for your information.

How to Develop a Profitable Trading Strategy
This article provides an answer to the question: "Is it possible to formulate an automated trading strategy based on history data with neural networks?".