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I've always thought of sci-fi as territory for inquiring minds, for those who long for a glimpse of the next step in human – perhaps even machine – evolution.
Check out the next stage in the Sex Machine evolution: the utterly berserk Get Up, Get Into It, Get Involved and listen to the armour-piercing horn stabs and death metal-strength vocal exhortations for an example of constant musical evolution in action.
There's great opportunity in AI, and natural evolution provides a framework for us to study and prepare for the future of machine evolution.
For the sake of our comparison (natural evolution to machine evolution), let's consider data and how it is normalized as "the environment" and the training process as "Natural Selection".
We further argue that in order to develop an anticipatory view of design it is necessary to move beyond long-established paradigms and abstractions such as those of machine, evolution and control.
From these data, we can ask how biological machine evolution tracks with the species tree.
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Classification techniques development constitutes a foundation for machine learning evolution, which has become a major part of the current mainstream of Artificial Intelligence research lines.
Over the years, machine tool evolution has allowed faster equipment, using new configurations, to manufacture parts that were almost impossible to machine in the past.
Rather than toppling evolutionary theory by finding irreducibly complex molecular machines, eye evolution provides detailed accounts of how natural processes tinker with existing genetic components, duplicating and recombining them, to yield complex, intricate, and highly functional eyes.
Consequently, the S. meliloti pangenome can be considered as a "time machine" of pangenome evolution.
These preeminent scientists will discuss research in such distinct areas as evolution, machine learning, computational drug treatment regimes, embryonic development, computational neuroscience and proteomics.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com