{"id":796,"date":"2025-02-13T12:27:59","date_gmt":"2025-02-13T11:27:59","guid":{"rendered":"https:\/\/thilo-stadelmann.com\/?p=796"},"modified":"2025-02-13T12:30:46","modified_gmt":"2025-02-13T11:30:46","slug":"co-moderated-a-very-interesting-qa-with-jakob-uszkoreit","status":"publish","type":"post","link":"https:\/\/thilo-stadelmann.com\/de\/co-moderated-a-very-interesting-qa-with-jakob-uszkoreit\/","title":{"rendered":"Co-moderated a very interesting q&#038;a with Jakob Uszkoreit"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row css_animation=&#8220;&#8220; row_type=&#8220;row&#8220; use_row_as_full_screen_section=&#8220;no&#8220; type=&#8220;full_width&#8220; angled_section=&#8220;no&#8220; text_align=&#8220;left&#8220; background_image_as_pattern=&#8220;without_pattern&#8220;][vc_column][vc_single_image image=&#8220;797&#8243; img_size=&#8220;full&#8220; css=&#8220;&#8220; qode_css_animation=&#8220;&#8220;][vc_empty_space height=&#8220;54px&#8220;][vc_column_text css=&#8220;&#8220;]Co-moderated a very interesting q&amp;a with Inceptive co-founder and &#8222;Attention is all you need&#8220; co-author Jakob Uszkoreit this morning.<\/p>\n<p>Key takeaways of a session that could have easily went on for hours on a very decent level of technical depth:<\/p>\n<ul>\n<li>The supreme importance of computational efficiency in ML (see Sutton&#8217;s &#8222;bitter lesson&#8220;).<\/li>\n<li>The relative unimportance of ideas of how\/why stuff works, compared to empirical findings.<\/li>\n<li>The importance of a good fit of your idea with the computational affordances (see #1 above). Current computers are digital, but AI would much better run on some digital-analog hybrid (yet to be developed)<\/li>\n<li>The original idea behind the famous paper: As language is roughly but not precisely tree-structured (subject, predicate, object etc.), create an architecture that can parse language by considering, hierarchically, any pair of words to consider all possible edges in that imperfect, possibly cyclic tree; do this in a fashion that is efficiently implementable on parallel digital hardwareThanks for all who contributed, including the 100 participants, Pascal Kaufmann and Mindfire for all the logistics and creating the overall occasion with the Swiss AI Award, ZHAW digital &amp; ZHAW Centre for Artificial Intelligence (CAI) co-organizing, ETH AI Center for hosting, Benjamin F. Grewe for co-moderating!<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_empty_space height=&#8220;24px&#8220;][vc_column_text css=&#8220;&#8220;]Link to <a href=\"https:\/\/www.linkedin.com\/posts\/thilo-stadelmann_efficiency-ideas-computational-activity-7287108978902269953-4fTO\/?utm_source=share&amp;utm_medium=member_desktop\" target=\"_blank\" rel=\"noopener\">original article<\/a>[\/vc_column_text][vc_empty_space height=&#8220;45px&#8220;][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Co-moderated a very interesting q&#038;a with Inceptive co-founder and &#8222;Attention is all you need&#8220; co-author Jakob Uszkoreit this morning. Key takeaways of a session that could have easily went on for hours on a very decent level of technical depth:<br \/>\nThe supreme importance of computational efficiency in ML (see Sutton&#8217;s &#8222;bitter lesson&#8220;).<br \/>\nThe relative unimportance of ideas of how\/why stuff works, compared to empirical findings.<br \/>\nThe importance of a good fit of your idea with the computational affordances (see #1 above). Current computers are digital, but AI would much better run on some digital-analog hybrid (yet to be developed)<br \/>\nThe original idea behind the famous paper: As language is roughly but not precisely tree-structured (subject, predicate, object etc.), create an architecture that can parse language by considering, hierarchically, any pair of words to consider all possible edges in that imperfect, possibly cyclic tree; do this in a fashion that is efficiently implementable on parallel digital hardware<\/p>\n","protected":false},"author":1,"featured_media":798,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cybocfi_hide_featured_image":"yes","footnotes":""},"categories":[15],"tags":[],"class_list":["post-796","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-de"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Co-moderated a very interesting q&amp;a with Jakob Uszkoreit - 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