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Ultimately, the report does call for "urgent consideration" to be given to what it describes as "the 'careful stewardship' needed over the next ten years to ensure that the dividends from machine learning… benefit all in UK society".
Fusion of machine learning methods benefits in decision support systems.
Any gradient-based machine learning algorithm will benefit from TensorFlow's auto-differentiation and suite of first-rate optimizers, says Google.
The goal of this project is to explore in depth the potential of various machine learning techniques to benefit Augmented Reality.
While expert machine learning users may benefit from recent developments [1, 2], most users will be left in front of several questions: (a) how many actives are needed to create a powerful classifier, (b) which chemical fingerprint should be used to encode those actives, and (c) what is the best way to combine those fingerprints.
It is known that machine learning techniques generally benefit from a large amount of data, increasing their performance [ 19].
Neutrino experiments also benefit from machine learning.
The designed ensemble classifier schema is based on the notion of combining knowledge-based and statistical machine learning classification methods aiming to benefit from their merits and minimize their drawbacks.
He said the problem today stems from the man hours it takes to benefit from machine learning.
Armed with knowledge, understanding, and reasonable expectations, you are set to reap the benefits of machine learning.
While many remain unclear on the definition of this transformational technology, large numbers are already experiencing the benefits of machine learning in everyday applications.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com