{"id":3333,"date":"2025-10-06T16:10:44","date_gmt":"2025-10-06T14:10:44","guid":{"rendered":"https:\/\/tecnologia.euroinnova.com\/fine-tuning-adaptacion-de-modelos-preentrenados\/"},"modified":"2025-10-07T14:50:23","modified_gmt":"2025-10-07T12:50:23","slug":"fine-tuning","status":"publish","type":"post","link":"https:\/\/tecnologia.euroinnova.com\/en\/fine-tuning","title":{"rendered":"Fine-tuning: adaptation of pre-trained models"},"content":{"rendered":"<div class=\"SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);color:rgb(0, 0, 0);font-family:&quot;Segoe UI&quot;, &quot;Segoe UI Web&quot;, Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;\">\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<p class=\"Paragraph SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:16px 0px;overflow-wrap:break-word;padding:0px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;white-space:pre-wrap;\" paraid=\"480985666\" paraeid=\"{10b296ab-56f3-43a9-b50c-31aea379d459}{97}\"><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">The <strong>Fine-<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Tuning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> (fine tuning) is an advanced technique in <strong>Machine <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Learning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> which allows models to be adapted <\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">pre-training<\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> to specific tasks. Instead of training a model from scratch, which requires large volumes of data and computational power, the <strong>Fine-<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Tuning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> reuses prior knowledge and adjusts it to new contexts.&nbsp;<\/span><span class=\"EOP SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">&nbsp;<\/span><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<p class=\"Paragraph SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:16px 0px;overflow-wrap:break-word;padding:0px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;white-space:pre-wrap;\" paraid=\"278978312\" paraeid=\"{10b296ab-56f3-43a9-b50c-31aea379d459}{115}\"><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">Today, this approach is widely used in applications such as <strong>natural language processing (NLP)<\/strong>, <strong>computer vision<\/strong> and more. Thanks to <\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">frameworks<\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> as <\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>TensorFlow<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>, <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>PyTorch<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong> y <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Hugging<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong> <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Face<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">, the Fine-<\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">Tuning<\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> has become an accessible tool for developers and data scientists.&nbsp;<\/span><span class=\"EOP SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">&nbsp;<\/span><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<h2 id=\"que-es-el-fine-tuning-en-machine-learning\"><span style=\"color:rgb(15,71,97);\"><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:18pt;font-variant-ligatures:none !important;line-height:31.3875px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 2\"><strong>What is Fine-<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:18pt;font-variant-ligatures:none !important;line-height:31.3875px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 2\"><strong>Tuning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:18pt;font-variant-ligatures:none !important;line-height:31.3875px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 2\"><strong> at Machine <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:18pt;font-variant-ligatures:none !important;line-height:31.3875px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 2\"><strong>Learning<\/strong><\/span><span class=\"EOP SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:18pt;line-height:31.3875px;margin:0px;padding:0px;user-select:text;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:299,&quot;335559739&quot;:299}\">&nbsp;<\/span><\/span><\/h2>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<p class=\"Paragraph SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:16px 0px;overflow-wrap:break-word;padding:0px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;white-space:pre-wrap;\" paraid=\"925608139\" paraeid=\"{10b296ab-56f3-43a9-b50c-31aea379d459}{227}\"><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">The <strong>Fine-<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Tuning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> is the process of fitting a model <\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">pre-training<\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> to a new task through additional training with domain-specific data.&nbsp;<\/span><span class=\"EOP SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">&nbsp;<\/span><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<h3 id=\"diferencia-entre-fine-tuning-y-transfer-learning\"><span style=\"color:rgb(15,71,97);\"><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:14pt;font-variant-ligatures:none !important;line-height:25.575px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 3\"><strong>Difference between Fine-<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:14pt;font-variant-ligatures:none !important;line-height:25.575px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 3\"><strong>Tuning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:14pt;font-variant-ligatures:none !important;line-height:25.575px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 3\"><strong> and Transfer <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:14pt;font-variant-ligatures:none !important;line-height:25.575px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"none\" xml_lang=\"ES-ES\" lang=\"ES-ES\" data-ccp-parastyle=\"heading 3\"><strong>Learning<\/strong><\/span><span class=\"EOP SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:14pt;line-height:25.575px;margin:0px;padding:0px;user-select:text;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">&nbsp;<\/span><\/span><\/h3>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;clear:both;cursor:text;direction:ltr;margin:0px;overflow:visible;padding:0px;position:relative;user-select:text;\">\n<p class=\"Paragraph SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-color:transparent;color:windowtext;font-kerning:none;font-style:normal;font-weight:normal;margin:16px 0px;overflow-wrap:break-word;padding:0px;text-align:left;text-indent:0px;user-select:text;vertical-align:baseline;white-space:pre-wrap;\" paraid=\"1744177301\" paraeid=\"{10b296ab-56f3-43a9-b50c-31aea379d459}{243}\"><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">The <strong>Fine-<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Tuning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"> is an advanced form of <strong>Transfer <\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun SpellingErrorV2Themed\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;background-image:var(--urlSpellingErrorV2,url(&quot;data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1IiBoZWlnaHQ9IjQiPjxnIGZpbGw9Im5vbmUiIGZpbGwtcnVsZT0iZXZlbm9kZCI+PHBhdGggc3Ryb2tlPSIjRUIwMDAwIiBkPSJNMCAzYzEuMjUgMCAxLjI1LTIgMi41LTJTMy43NSAzIDUgMyIvPjxwYXRoIGQ9Ik0wIDBoNXY0SDB6Ii8+PC9nPjwvc3ZnPg==&quot;));background-position:0px 100%;background-repeat:repeat-x;border-bottom:1px solid transparent;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\"><strong>Learning<\/strong><\/span><span class=\"TextRun SCXW30859938 BCX8 NormalTextRun\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;font-variant-ligatures:none !important;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-contrast=\"auto\" xml_lang=\"ES-ES\" lang=\"ES-ES\">, but they have key differences:&nbsp;<\/span><span class=\"EOP SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-user-drag:none;font-family:Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif;font-size:12pt;line-height:20.925px;margin:0px;padding:0px;user-select:text;\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">&nbsp;<\/span><\/p>\n<\/div>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW30859938 BCX8\" style=\"-webkit-tap-highlight-color:transparent;-webkit-text-stroke-width:0px;-webkit-user-drag:none;background-color:rgb(255, 255, 255);clear:both;color:rgb(0, 0, 0);cursor:text;direction:ltr;font-family:&quot;Segoe UI&quot;, &quot;Segoe UI Web&quot;, Arial, Verdana, sans-serif;font-size:12px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:0px;orphans:2;overflow:visible;padding:0px;position:relative;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;user-select:text;white-space:normal;widows:2;word-spacing:0px;\">\n<div class=\"TableContainer Ltr SCXW30859938 BCX8\" 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