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Say we have the raw input for that problem that we're trying to solve.
The DeepMind agent is simply given a raw input, in this case the pixels making up the display on Atari games, and provided with a running score.
Here, student scores from libraries of sentence-based exercises are used as the raw input for the model.
As remote sensing imagery continues to increase in spatial and temporal resolution, it is becoming an increasingly powerful raw input from which to create crop type maps.
When such raw input and filtered response signals are fed into the reference ARX model, the error feature becomes indicative of the change of the physical system.
End-to-end learning machines enable a direct mapping from the raw input data to the desired outputs, eliminating the need for hand-crafted features.
In the second method, the algorithm is trained on multiple transformations of the raw input data until the model learns invariance to that transformation.
One way to overcome these issues is by utilizing Convolutional Neural Network (CNN) schemes that are capable of automatically driving high-level features from the raw input.
These are respectively hyperlinks to the sky-subtracted image (i.e. the final result), the sky image subtracted from it, the flattened image (i.e. before sky subtraction), the dark-subtracted image, and finally the raw input image.
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We introduce the Omnipush dataset, which includes RGB-D images as raw inputs as well as a large variety of objects to test generalization.
A major constraint, Gutowski says, is the materials' thermodynamic limit: the minimum energy required to manufacture a material from raw inputs.
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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