deep learning

[Deleted User]
[Deleted User] New Altair Community Member
edited November 2024 in Community Q&A
Hi
why deep learning result all the time is the best? B)
I mean that the accuracy of that is the best.
Thank you
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Best Answer

  • Telcontar120
    Telcontar120 New Altair Community Member
    Answer ✓
    Deep Learning is a powerful machine learning algorithm that can capture a lot of complex, non-linear relationships so it often does provide good results.  However, it doesn't ALWAYS provide the best results, or significantly better results than other methods, but it is significantly more complex.  It just depends on the dataset.  Sometimes a simpler approach can provide just as much performance and is preferable from a complexity or interpretability perspective.

    In general there is no ML algorithm that always delivers the best possible performance.  Sometimes this is called the "no free lunch theorem for machine learning" (which you can look up on Wikipedia if you are interested).

Answers

  • Telcontar120
    Telcontar120 New Altair Community Member
    Answer ✓
    Deep Learning is a powerful machine learning algorithm that can capture a lot of complex, non-linear relationships so it often does provide good results.  However, it doesn't ALWAYS provide the best results, or significantly better results than other methods, but it is significantly more complex.  It just depends on the dataset.  Sometimes a simpler approach can provide just as much performance and is preferable from a complexity or interpretability perspective.

    In general there is no ML algorithm that always delivers the best possible performance.  Sometimes this is called the "no free lunch theorem for machine learning" (which you can look up on Wikipedia if you are interested).