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{{WikiProject Computer science|importance=high}}
{{WikiProject Computing|importance=high}}
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==Proposal: Interpretability==
Probably would be beneficial to include some details, especially wrt SAEs, on the relationship between autoencoders and neural network interpretability.[[User:madeleinesinging]] <!--Template:Undated--><small class="autosigned">— Preceding [[Wikipedia:Signatures|undated]] comment added 06:31, 8 June 2025 (UTC)</small> <!--Autosigned by SineBot-->
==Training section==
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I think it would make sense to split out the "variational autoencoder" section, given that they are generative models and their purpose differs significantly from classic autoencoders. Thoughts? [[User:Skjn|Skjn]] ([[User talk:Skjn|talk]]) 15:48, 19 May 2020 (UTC)
:I feel like the current content in that section is already too [[WP:TEXTBOOK]] and if anything should be trimmed or gutted, rather than expanded into its own article. [[User:Rolf h nelson|Rolf H Nelson]] ([[User talk:Rolf h nelson|talk]]) 04:54, 21 May 2020 (UTC)
:I second this proposal. The sheer magnitude of variational autoencoder based methods that have been developed in the past two years is immense. Definitely worth an independent article. <!-- Template:Unsigned --><small class="autosigned">— Preceding [[Wikipedia:Signatures|unsigned]] comment added by [[User:Parthzoozoo|Parthzoozoo]] ([[User talk:Parthzoozoo#top|talk]] • [[Special:Contributions/Parthzoozoo|contribs]]) 17:22, 18 June 2020 (UTC)</small> <!--Autosigned by SineBot-->
: Also agree with the proposal - they really are a quite different concept, as asserted in the text <!-- Template:Unsigned IP --><small class="autosigned">— Preceding [[Wikipedia:Signatures|unsigned]] comment added by [[Special:Contributions/193.129.26.79|193.129.26.79]] ([[User talk:193.129.26.79#top|talk]]) 15:18, 17 August 2020 (UTC)</small> <!--Autosigned by SineBot-->
: I agree, they use variational inference which is very different from standard autoencoders. <!-- Template:Unsigned IP --><small class="autosigned">— Preceding [[Wikipedia:Signatures|unsigned]] comment added by [[Special:Contributions/62.226.49.10|62.226.49.10]] ([[User talk:62.226.49.10#top|talk]]) 22:34, 30 August 2020 (UTC)</small> <!--Autosigned by SineBot-->
== Autoencoders variational equation ==
The equation that yields the parametrization of the auto encoder and its conjugate auto decoder appears to be wrong. The minimum extends over all x in X and all sampled parametrizations of phi and psi and the "arg" that realizes the minimum yields the optimized phi and psi parametrization.[[User:RutiWinkler|RutiWinkler]] ([[User talk:RutiWinkler|talk]]) 14:37, 3 December 2021 (UTC)
== India Education Program course assignment ==
[[File:Wikipedia-Ambassador-Program-Logo.png|50px]] This article was the subject of an educational assignment at College Of Engineering Pune supported by [[Wikipedia:Education program/Ambassadors|Wikipedia Ambassadors]] through the [[Wikipedia:India Education Program|India Education Program]] during the 2011 Q3 term. Further details are available [[Wikipedia:India Education Program/Courses/Fall 2011/Artificial Intelligence|on the course page]].[[Category:India Education Program student projects, 2011 Q3|{{PAGENAME}}]] [[Category:India Education Program student projects]]
{{small|The above message was substituted from {{tlc|IEP assignment}} by [[User:PrimeBOT|PrimeBOT]] ([[User talk:PrimeBOT|talk]]) on 20:09, 1 February 2023 (UTC)}}
== Convolutional Auto-Encoders (CAE) ==
Under subtopic of 'variations' we are missing another CAE: Convolutional Auto-Encoder (CAE) [[User:Mojtaba Mohammadi|Mojtaba Mohammadi]] ([[User talk:Mojtaba Mohammadi|talk]]) 23:23, 7 April 2025 (UTC)
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