{"type":"standard","title":"Dilution (neural networks)","displaytitle":"Dilution (neural networks)","namespace":{"id":0,"text":""},"wikibase_item":"Q25339462","titles":{"canonical":"Dilution_(neural_networks)","normalized":"Dilution (neural networks)","display":"Dilution (neural networks)"},"pageid":47349395,"thumbnail":{"source":"https://upload.wikimedia.org/wikipedia/commons/thumb/e/ed/Dropout_mechanism.png/320px-Dropout_mechanism.png","width":320,"height":131},"originalimage":{"source":"https://upload.wikimedia.org/wikipedia/commons/e/ed/Dropout_mechanism.png","width":1426,"height":585},"lang":"en","dir":"ltr","revision":"1280139100","tid":"833f803a-ff75-11ef-9f4d-8776dcdf01a9","timestamp":"2025-03-12T19:09:25Z","description":"Regularization method for artificial neural networks","description_source":"local","content_urls":{"desktop":{"page":"https://en.wikipedia.org/wiki/Dilution_(neural_networks)","revisions":"https://en.wikipedia.org/wiki/Dilution_(neural_networks)?action=history","edit":"https://en.wikipedia.org/wiki/Dilution_(neural_networks)?action=edit","talk":"https://en.wikipedia.org/wiki/Talk:Dilution_(neural_networks)"},"mobile":{"page":"https://en.m.wikipedia.org/wiki/Dilution_(neural_networks)","revisions":"https://en.m.wikipedia.org/wiki/Special:History/Dilution_(neural_networks)","edit":"https://en.m.wikipedia.org/wiki/Dilution_(neural_networks)?action=edit","talk":"https://en.m.wikipedia.org/wiki/Talk:Dilution_(neural_networks)"}},"extract":"Dilution and dropout are regularization techniques for reducing overfitting in artificial neural networks by preventing complex co-adaptations on training data. They are an efficient way of performing model averaging with neural networks. Dilution refers to thinning weights, while dropout refers to randomly \"dropping out\", or omitting, units during the training process of a neural network. Both trigger the same type of regularization.","extract_html":"
Dilution and dropout are regularization techniques for reducing overfitting in artificial neural networks by preventing complex co-adaptations on training data. They are an efficient way of performing model averaging with neural networks. Dilution refers to thinning weights, while dropout refers to randomly \"dropping out\", or omitting, units during the training process of a neural network. Both trigger the same type of regularization.
"}{"fact":"Tigers are excellent swimmers and do not avoid water.","length":53}
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{"slip": { "id": 185, "advice": "You can fail at what you don't want. So you might as well take a chance on doing what you love."}}
{"type":"standard","title":"Nothing Changes Around Here","displaytitle":"Nothing Changes Around Here","namespace":{"id":0,"text":""},"wikibase_item":"Q16959145","titles":{"canonical":"Nothing_Changes_Around_Here","normalized":"Nothing Changes Around Here","display":"Nothing Changes Around Here"},"pageid":11777649,"thumbnail":{"source":"https://upload.wikimedia.org/wikipedia/en/6/68/Nothing_Changes_Around_Here.jpg","width":315,"height":316},"originalimage":{"source":"https://upload.wikimedia.org/wikipedia/en/6/68/Nothing_Changes_Around_Here.jpg","width":315,"height":316},"lang":"en","dir":"ltr","revision":"1103378083","tid":"b0cd4950-17d7-11ed-b0a2-7cbf2c9a99a8","timestamp":"2022-08-09T11:37:47Z","description":"2007 single by The Thrills","description_source":"local","content_urls":{"desktop":{"page":"https://en.wikipedia.org/wiki/Nothing_Changes_Around_Here","revisions":"https://en.wikipedia.org/wiki/Nothing_Changes_Around_Here?action=history","edit":"https://en.wikipedia.org/wiki/Nothing_Changes_Around_Here?action=edit","talk":"https://en.wikipedia.org/wiki/Talk:Nothing_Changes_Around_Here"},"mobile":{"page":"https://en.m.wikipedia.org/wiki/Nothing_Changes_Around_Here","revisions":"https://en.m.wikipedia.org/wiki/Special:History/Nothing_Changes_Around_Here","edit":"https://en.m.wikipedia.org/wiki/Nothing_Changes_Around_Here?action=edit","talk":"https://en.m.wikipedia.org/wiki/Talk:Nothing_Changes_Around_Here"}},"extract":"\"Nothing Changes Around Here\" is the first single taken from The Thrills' third album Teenager. The band sang the track live on the RTÉ One television show \"Saturday Night With Miriam\" on Saturday 14 July 2007.","extract_html":"
\"Nothing Changes Around Here\" is the first single taken from The Thrills' third album Teenager. The band sang the track live on the RTÉ One television show \"Saturday Night With Miriam\" on Saturday 14 July 2007.
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