@tensorflow/tfjs-layers
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TensorFlow layers API in JavaScript
48 lines • 4 kB
JavaScript
/**
* @license
* Copyright 2018 Google LLC
*
* Use of this source code is governed by an MIT-style
* license that can be found in the LICENSE file or at
* https://opensource.org/licenses/MIT.
* =============================================================================
*/
import * as regularizers from './regularizers';
// tslint:disable-next-line:max-line-length
import { L1L2 } from './regularizers';
/**
* Regularizer for L1 and L2 regularization.
*
* Adds a term to the loss to penalize large weights:
* loss += sum(l1 * abs(x)) + sum(l2 * x^2)
*
* @doc {heading: 'Regularizers', namespace: 'regularizers'}
*/
export function l1l2(config) {
return new L1L2(config);
}
/**
* Regularizer for L1 regularization.
*
* Adds a term to the loss to penalize large weights:
* loss += sum(l1 * abs(x))
* @param args l1 config.
*
* @doc {heading: 'Regularizers', namespace: 'regularizers'}
*/
export function l1(config) {
return regularizers.l1(config);
}
/**
* Regularizer for L2 regularization.
*
* Adds a term to the loss to penalize large weights:
* loss += sum(l2 * x^2)
* @param args l2 config.
*
* @doc {heading: 'Regularizers', namespace: 'regularizers'}
*/
export function l2(config) {
return regularizers.l2(config);
}
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