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Java example source code file (AutoEncoder.java)
The AutoEncoder.java Java example source code/* * * * Copyright 2015 Skymind,Inc. * * * * Licensed under the Apache License, Version 2.0 (the "License"); * * you may not use this file except in compliance with the License. * * You may obtain a copy of the License at * * * * http://www.apache.org/licenses/LICENSE-2.0 * * * * Unless required by applicable law or agreed to in writing, software * * distributed under the License is distributed on an "AS IS" BASIS, * * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * * See the License for the specific language governing permissions and * * limitations under the License. * */ package org.deeplearning4j.nn.conf.layers; import lombok.*; import org.deeplearning4j.nn.conf.Updater; import org.deeplearning4j.nn.conf.distribution.Distribution; import org.deeplearning4j.nn.weights.WeightInit; /** * Autoencoder. * Add Gaussian noise to input and learn * a reconstruction function. * */ @Data @NoArgsConstructor @ToString(callSuper = true) @EqualsAndHashCode(callSuper = true) public class AutoEncoder extends BasePretrainNetwork { protected double corruptionLevel; protected double sparsity; // Builder private AutoEncoder(Builder builder) { super(builder); this.corruptionLevel = builder.corruptionLevel; this.sparsity = builder.sparsity; } @AllArgsConstructor public static class Builder extends BasePretrainNetwork.Builder<Builder> { private double corruptionLevel = 3e-1f; private double sparsity = 0f; public Builder() {} public Builder(double corruptionLevel) { this.corruptionLevel = corruptionLevel; } public Builder corruptionLevel(double corruptionLevel){ this.corruptionLevel = corruptionLevel; return this; } public Builder sparsity(double sparsity){ this.sparsity = sparsity; return this; } @Override @SuppressWarnings("unchecked") public AutoEncoder build() { return new AutoEncoder(this); } } } Other Java examples (source code examples)Here is a short list of links related to this Java AutoEncoder.java source code file: |
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