{"id":13758,"date":"2025-10-17T19:18:28","date_gmt":"2025-10-17T23:18:28","guid":{"rendered":"https:\/\/spinor.info\/weblog\/?p=13758"},"modified":"2025-10-17T19:33:34","modified_gmt":"2025-10-17T23:33:34","slug":"visualization","status":"publish","type":"post","link":"https:\/\/spinor.info\/weblog\/?p=13758","title":{"rendered":"Visualization"},"content":{"rendered":"<p>Now that I have put together my little RAG project (little but functional, more than a mere toy demo) it led to another idea. The abstract vector database (embedding) that represents my answers can be visualized, well, sort of, in a two-dimensional representation, and I built just that: an interactive visualization of all my Quora answers.<\/p>\n<p><a href=\"https:\/\/vttoth.com\/Q\/\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-13764\" src=\"https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding.png\" alt=\"\" width=\"715\" height=\"721\" srcset=\"https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding.png 715w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-298x300.png 298w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-150x150.png 150w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-96x96.png 96w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-24x24.png 24w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-36x36.png 36w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-48x48.png 48w, https:\/\/spinor.info\/weblog\/wp-content\/uploads\/2025\/10\/embedding-64x64.png 64w\" sizes=\"(max-width: 715px) 100vw, 715px\" \/><\/a><\/p>\n<p>It is very educational to explore, how the embedding model managed to cluster answers by semantics. As a kind of a trivial example, there is a little &#8220;cat archipelago&#8221; in the upper right quadrant: several of my non-physics answers related to cats can be found in this corner. Elsewhere there is, for instance, a cluster of some of my French-language answers.<\/p>\n<p>Anyhow, <a href=\"https:\/\/www.vttoth.com\/Q\/\">feel free to take a look<\/a>. It&#8217;s fun. Unlike the RAG engine itself, exploring this map does not even consume any significant computing (GPU) resources on my server.<\/p>\n<fb:like href='https:\/\/spinor.info\/weblog\/?p=13758' send='true' layout='standard' show_faces='true' width='450' height='65' action='like' colorscheme='light' font='lucida grande'><\/fb:like>","protected":false},"excerpt":{"rendered":"<p>Now that I have put together my little RAG project (little but functional, more than a mere toy demo) it led to another idea. The abstract vector database (embedding) that represents my answers can be visualized, well, sort of, in a two-dimensional representation, and I built just that: an interactive visualization of all my Quora <a href='https:\/\/spinor.info\/weblog\/?p=13758' class='excerpt-more'>[&#8230;]<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[58,35],"tags":[],"class_list":["post-13758","post","type-post","status-publish","format-standard","hentry","category-cybernetics","category-personal","category-58-id","category-35-id","post-seq-1","post-parity-odd","meta-position-corners","fix"],"_links":{"self":[{"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=\/wp\/v2\/posts\/13758","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=13758"}],"version-history":[{"count":4,"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=\/wp\/v2\/posts\/13758\/revisions"}],"predecessor-version":[{"id":13765,"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=\/wp\/v2\/posts\/13758\/revisions\/13765"}],"wp:attachment":[{"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=13758"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=13758"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spinor.info\/weblog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=13758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}