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TITLE:: FluidNormalize
summary:: Normalize a FluidDataSet
categories:: FluidManipulation
related:: Classes/FluidStandardize, Classes/FluidDataSet
DESCRIPTION::
Normalize the entries of a link::Classes/FluidDataSet::, or normalize a data point according to the learned bounrds of a data set. On the server.
See http://www.faqs.org/faqs/ai-faq/neural-nets/part2/section-16.html
CLASSMETHODS::
private:: kr
METHOD:: new
Create a new instance
ARGUMENT:: server
The link::Classes/Server:: on which to run
ARGUMENT:: min
Minimum output value, default 0
ARGUMENT:: max
Maximum output value, default 1
returns:: new instance
INSTANCEMETHODS::
METHOD:: fit
Normalize a link::Classes/FluidDataSet:: strong::in-place::
ARGUMENT:: dataset
The link::Classes/FluidDataSet:: to normalize
ARGUMENT:: action
A function to run when processing is complete
METHOD:: normalize
Normalize a link::Classes/FluidDataSet:: non-destructively into another link::Classes/FluidDataSet::
ARGUMENT:: sourceDataset
The link::Classes/FluidDataSet:: to normalize
ARGUMENT:: destDataset
The link::Classes/FluidDataSet:: to populate with normalized data
ARGUMENT:: action
A function to run when processing is complete
METHOD:: normalizePoint
Normalize a new data point, using the learned extrema from a previous link::Classes/FluidNormalize#fit::ting
ARGUMENT:: sourceBuffer
A link::Classes/Buffer:: with the new data point
ARGUMENT:: destBuffer
A link::Classes/Buffer:: to contain the normalized value
ARGUMENT:: action
A function to run when processing is complete
METHOD:: read
Load internal state (dimensionality, mins, maxes) from a JSON file
ARGUMENT:: filename
Absolute path to the JSON file
ARGUMENT:: action
A function to run when file is loaded
METHOD:: write
Store the internal state of object on disk as a JSON file. Will not overwrite existing files
ARGUMENT:: filename
Absolute path of file to write
ARGUMENT:: action
A function to run when file is written
METHOD:: cols
Retreive the dimensionality of the data set we have fitted on
ARGUMENT:: action
A function to run when the server responds, taking the dimensions as its argument
EXAMPLES::
code::
(some example code)
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