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Neural Networks - 変更履歴
2026-05-09T17:11:01Z
このウィキのこのページに関する変更履歴
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http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2781&oldid=prev
Kuha：/* 参考 */
2021-09-16T23:17:34Z
<p><span dir="auto"><span class="autocomment">参考</span></span></p>
<table class='diff diff-contentalign-left'>
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<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2021年9月16日 (木) 23:17時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">47行：</td>
<td colspan="2" class="diff-lineno">47行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/3MwTQJrDCeo 水車]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/3MwTQJrDCeo 水車]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/F5RTxOr0_Cw ローマの休日]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/F5RTxOr0_Cw ローマの休日]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">== リンク ==</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[スケーラブルアート論]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[スケーラブルアート論]]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[Category:授業]]</ins></div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2610&oldid=prev
Kuha：/* 参考 */
2020-11-07T09:15:02Z
<p><span dir="auto"><span class="autocomment">参考</span></span></p>
<table class='diff diff-contentalign-left'>
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<col class='diff-marker' />
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<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 09:15時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">47行：</td>
<td colspan="2" class="diff-lineno">47行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/3MwTQJrDCeo 水車]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/3MwTQJrDCeo 水車]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/F5RTxOr0_Cw ローマの休日]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[https://youtu.be/F5RTxOr0_Cw ローマの休日]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[スケーラブルアート論]]</ins></div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2609&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:40:45Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:40時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">27行：</td>
<td colspan="2" class="diff-lineno">27行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|<del class="diffchange diffchange-inline">400px</del>|border]]</div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|<ins class="diffchange diffchange-inline">500px</ins>|border]]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td></tr>
<tr><td colspan="2" class="diff-lineno">34行：</td>
<td colspan="2" class="diff-lineno">34行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow02.png|<del class="diffchange diffchange-inline">400px</del>|border]]</div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow02.png|<ins class="diffchange diffchange-inline">500px</ins>|border]]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td></tr>
<tr><td colspan="2" class="diff-lineno">41行：</td>
<td colspan="2" class="diff-lineno">41行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=relu&batchSize=10&dataset=spiral&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=8,8,5&seed=0.53586&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&discretize_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=relu&batchSize=10&dataset=spiral&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=8,8,5&seed=0.53586&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&discretize_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow03.png|<del class="diffchange diffchange-inline">400px</del>|border]]</div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow03.png|<ins class="diffchange diffchange-inline">500px</ins>|border]]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 参考 ==</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 参考 ==</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2608&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:40:10Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:40時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">26行：</td>
<td colspan="2" class="diff-lineno">26行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 間違いが少なくなるように重み付けを変えていく</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 間違いが少なくなるように重み付けを変えていく</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|400px|border]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|400px|border]]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb|left]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 線を引いて判別できない</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 線を引いて判別できない</div></td></tr>
<tr><td colspan="2" class="diff-lineno">34行：</td>
<td colspan="2" class="diff-lineno">34行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div>[[ファイル:<del class="diffchange diffchange-inline">Tensorflow03</del>.png|<del class="diffchange diffchange-inline">thumb</del>|<del class="diffchange diffchange-inline">left</del>]]</div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div>[[ファイル:<ins class="diffchange diffchange-inline">Tensorflow02</ins>.png|<ins class="diffchange diffchange-inline">400px</ins>|<ins class="diffchange diffchange-inline">border</ins>]]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div> </div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューロンの数を増やしたり階層を深くすることで賢くなる</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューロンの数を増やしたり階層を深くすることで賢くなる</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 3段以上の深い階層を持つニューラルネットワークをディープラーニングと言う</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 3段以上の深い階層を持つニューラルネットワークをディープラーニングと言う</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=relu&batchSize=10&dataset=spiral&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=8,8,5&seed=0.53586&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&discretize_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=relu&batchSize=10&dataset=spiral&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=8,8,5&seed=0.53586&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&discretize_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|400px|border]]</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 参考 ==</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 参考 ==</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2607&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:39:36Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:39時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">21行：</td>
<td colspan="2" class="diff-lineno">21行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow01.png|thumb|left]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 身長と体重を元に大人か子供か判別する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 身長と体重を元に大人か子供か判別する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td></tr>
<tr><td colspan="2" class="diff-lineno">27行：</td>
<td colspan="2" class="diff-lineno">26行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 間違いが少なくなるように重み付けを変えていく</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 間違いが少なくなるように重み付けを変えていく</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow01.png|400px|border]]</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow02.png|thumb|left]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow02.png|thumb|left]]</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2606&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:38:26Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:38時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">21行：</td>
<td colspan="2" class="diff-lineno">21行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">;例 身長と体重を元に大人か子供か判別する</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|thumb|left]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|thumb|left]]</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del class="diffchange diffchange-inline">[[ファイル:Tensorflow02.png|thumb|left]]</del></div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins class="diffchange diffchange-inline">;例 身長と体重を元に大人か子供か判別する</ins></div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del class="diffchange diffchange-inline">[[ファイル:Tensorflow03.png|thumb|left]]</del></div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* Neural Networkではコンピュータが重み付けを行う</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* Neural Networkではコンピュータが重み付けを行う</div></td></tr>
<tr><td colspan="2" class="diff-lineno">30行：</td>
<td colspan="2" class="diff-lineno">28行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb|left]]</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 線を引いて判別できない</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 線を引いて判別できない</div></td></tr>
<tr><td colspan="2" class="diff-lineno">35行：</td>
<td colspan="2" class="diff-lineno">34行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb|left]]</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューロンの数を増やしたり階層を深くすることで賢くなる</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューロンの数を増やしたり階層を深くすることで賢くなる</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2605&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:38:06Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:38時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">13行：</td>
<td colspan="2" class="diff-lineno">13行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 学習の仕組み ==</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 学習の仕組み ==</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow01.png|thumb|left]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#学習データの準備</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#学習データの準備</div></td></tr>
<tr><td colspan="2" class="diff-lineno">26行：</td>
<td colspan="2" class="diff-lineno">22行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 身長と体重を元に大人か子供か判別する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 身長と体重を元に大人か子供か判別する</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow01.png|thumb|left]]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb|left]]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb|left]]</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* Neural Networkではコンピュータが重み付けを行う</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* Neural Networkではコンピュータが重み付けを行う</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2604&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:37:45Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
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<col class='diff-marker' />
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<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:37時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">14行：</td>
<td colspan="2" class="diff-lineno">14行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 学習の仕組み ==</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 学習の仕組み ==</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|thumb]]</div></td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|thumb<ins class="diffchange diffchange-inline">|left</ins>]]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow02.png|thumb]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow02.png|thumb]]</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow03.png|thumb]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow03.png|thumb]]</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2603&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:36:55Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:36時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">13行：</td>
<td colspan="2" class="diff-lineno">13行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 学習の仕組み ==</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>== 学習の仕組み ==</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow01.png|thumb]]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb]]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb]]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;"></ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#学習データの準備</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#学習データの準備</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*お手本となる数百件〜数十万件のデータを人間が集めて準備しておく</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*お手本となる数百件〜数十万件のデータを人間が集めて準備しておく</div></td></tr>
<tr><td colspan="2" class="diff-lineno">19行：</td>
<td colspan="2" class="diff-lineno">24行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#モデルの利用</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#モデルの利用</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow01.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 身長と体重を元に大人か子供か判別する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 身長と体重を元に大人か子供か判別する</div></td></tr>
</table>
Kuha
http://w3.kuhalabo.net/wiki/index.php?title=Neural_Networks&diff=2602&oldid=prev
Kuha：/* 学習の仕組み */
2020-11-07T08:36:38Z
<p><span dir="auto"><span class="autocomment">学習の仕組み</span></span></p>
<table class='diff diff-contentalign-left'>
<col class='diff-marker' />
<col class='diff-content' />
<col class='diff-marker' />
<col class='diff-content' />
<tr valign='top'>
<td colspan='2' style="background-color: white; color:black;">←前の版</td>
<td colspan='2' style="background-color: white; color:black;">2020年11月7日 (土) 08:36時点における版</td>
</tr><tr><td colspan="2" class="diff-lineno">19行：</td>
<td colspan="2" class="diff-lineno">19行：</td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#モデルの利用</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#モデルの利用</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>#*学習済みのモデルを分類や予測に利用する</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">;例 身長と体重を元に大人か子供か判別する</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|thumb]]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>[[ファイル:Tensorflow01.png|thumb]]</div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb]]</ins></div></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb]]</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td colspan="2"> </td><td class='diff-marker'>+</td><td style="background: #cfc; color:black; font-size: smaller;"><div><ins style="color: red; font-weight: bold; text-decoration: none;">;例 身長と体重を元に大人か子供か判別する</ins></div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 今までは、判別の計算式を人間がやっていた</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* Neural Networkではコンピュータが重み付けを行う</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* Neural Networkではコンピュータが重み付けを行う</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 間違いが少なくなるように重み付けを変えていく</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 間違いが少なくなるように重み付けを変えていく</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>*[http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=gauss&regDataset=reg-plane&learningRate=0.0001&regularizationRate=0&noise=0&networkShape=&seed=0.55381&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 経度と緯度から街の内側か外側かを分類する</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow02.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 線を引いて判別できない</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 線を引いて判別できない</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューラルネットワークの階層化（隠れ層の追加）が必要</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューラルネットワークの階層化（隠れ層の追加）が必要</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* [http://playground.tensorflow.org/#activation=sigmoid&regularization=L2&batchSize=10&dataset=circle&regDataset=reg-plane&learningRate=0.03&regularizationRate=0&noise=0&networkShape=5&seed=0.84062&showTestData=false&discretize=false&percTrainData=50&x=true&y=true&xTimesY=false&xSquared=false&ySquared=false&cosX=false&sinX=false&cosY=false&sinY=false&collectStats=false&problem=classification&initZero=false&hideText=false&showTestData_hide=true&learningRate_hide=true&regularizationRate_hide=true&percTrainData_hide=true&numHiddenLayers_hide=true&discretize_hide=true&activation_hide=true&problem_hide=true&noise_hide=true&regularization_hide=true&dataset_hide=true&batchSize_hide=true&playButton_hide=false Tensorflow Playgroundのデモ]</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>;例 らせん状に並んだ子供を分類する</div></td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;">[[ファイル:Tensorflow03.png|thumb]]</del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'>−</td><td style="background: #ffa; color:black; font-size: smaller;"><div><del style="color: red; font-weight: bold; text-decoration: none;"></del></div></td><td colspan="2"> </td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューロンの数を増やしたり階層を深くすることで賢くなる</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* ニューロンの数を増やしたり階層を深くすることで賢くなる</div></td></tr>
<tr><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 3段以上の深い階層を持つニューラルネットワークをディープラーニングと言う</div></td><td class='diff-marker'> </td><td style="background: #eee; color:black; font-size: smaller;"><div>* 3段以上の深い階層を持つニューラルネットワークをディープラーニングと言う</div></td></tr>
</table>
Kuha