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Suddenly, Dr. Hopfield realized that the brain -- or at least the sand mouse brain -- uses a "novel, simple, powerful, plausible" computational principle for dealing with time delays.
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Though it has long been believed that efficient learning in deep architectures is difficult, recently proposed computational principles for learning in deep architectures may offer a breakthrough.
If the company also makes claims like 'we are developing machine learning software based on the computational principles of the human brain' be even more suspicious".
Dr. Hopfield challenged them to discover a simple, new computational principle -- a general rule of thumb -- for how the brain of this creature works, using only the power of deductive reasoning and a set of facts about the animal that Dr. Hopfield and a former student, Dr. Carlos Brody, have posted on a Web site (shadrach.cns.nyu.edu/carlos /Organism).
When triggered by incoming sensory stimulations or by pending tasks, the spontaneous subset activations could constitute the neural substrate for gain modulations, a widely analyzed and debated general computational principle [27].
The new computational principle, says Dr. Hopfield, explains how the animal, called mus silicium or sand mouse, accomplishes this task.
The present approach provides a computational first principle for the mechanism of sensing a gradient of diffusing particles, a ubiquitous problem in cell biology.
To mimic, and perhaps understand, these behaviors, scientists build computer models of networks of brain cells, known as neural networks, using computational principles inspired by real brains.
In our program at The Johns Hopkins University, we strive for our students to master the foundational (theoretical) aspects of statistics as well as its practical application and associated computational principles and skills.
Finally, the computational principles underlying this bias remain unknown.
Central to the theory is the proposition that all neurons operate according to shared computational principles.
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