How to choose the right algorithm?

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I have finished building a pipeline for my DS project (binary classification). Results after running the pipeline show that the best accuracy have both XGBoost and LightGBM algorithms. Which one should I choose? Or which additional metrics can help me to decide which is the best?


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Any advice? Or perhaps do you know a good article :)?
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