{"id":1365,"date":"2025-11-20T11:22:54","date_gmt":"2025-11-20T10:22:54","guid":{"rendered":"https:\/\/giulia-governatori.alwaysdata.net\/?post_type=projects&#038;p=1365"},"modified":"2025-11-29T19:10:20","modified_gmt":"2025-11-29T18:10:20","slug":"predicting-heart-disease-with-machine-learning","status":"publish","type":"projects","link":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/projects\/predicting-heart-disease-with-machine-learning\/","title":{"rendered":"Pr\u00e9dire les maladies cardiaques gr\u00e2ce au Machine Learning"},"content":{"rendered":"<style>.kadence-column1365_715d09-5e > .kt-inside-inner-col,.kadence-column1365_715d09-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_715d09-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_715d09-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_715d09-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_715d09-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_715d09-5e{position:relative;}.kadence-column1365_715d09-5e, .kt-inside-inner-col > .kadence-column1365_715d09-5e:not(.specificity){margin-top:30px;margin-bottom:30px;}@media all and (max-width: 1024px){.kadence-column1365_715d09-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_715d09-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_715d09-5e\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-none, 0rem );padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1365_001f80-cb > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}.kb-row-layout-id1365_001f80-cb > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1365_001f80-cb alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-4-columns kt-row-layout-row kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column1365_6942e2-07 > .kt-inside-inner-col,.kadence-column1365_6942e2-07 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_6942e2-07 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_6942e2-07 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_6942e2-07 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_6942e2-07 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_6942e2-07{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_6942e2-07 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_6942e2-07 > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_6942e2-07\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28, .wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28[data-kb-block=\"kb-adv-heading1365_671626-28\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28[data-kb-block=\"kb-adv-heading1365_671626-28\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_671626-28[data-kb-block=\"kb-adv-heading1365_671626-28\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_671626-28 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_671626-28\">Sant\u00e9 \u2013 European Cardiovascular Health Consortium (Personnel)<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col,.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_9f0fe0-63{position:relative;}.kadence-column1365_9f0fe0-63, .kt-inside-inner-col > .kadence-column1365_9f0fe0-63:not(.specificity){margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;}@media all and (max-width: 1024px){.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_9f0fe0-63 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_9f0fe0-63\"><div class=\"kt-inside-inner-col\"><h1 style=\"padding-top:0px;padding-bottom:0px;padding-left:0px;padding-right:0px;margin-top:0px;margin-bottom:0px;margin-left:0px;margin-right:0px;\" class=\"wp-block-post-title\">Pr\u00e9dire les maladies cardiaques gr\u00e2ce au Machine Learning<\/h1><\/div><\/div>\n\n\n<style>.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{display:flex;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col,.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_88e0cb-d8{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column1365_88e0cb-d8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_88e0cb-d8\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id1365_9cd41a-e2{margin-top:0px;margin-bottom:0px;}.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-sm, 1rem);max-width:922px;margin-left:auto;margin-right:auto;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, calc(40% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)))minmax(0, calc(20% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)))minmax(0, calc(40% - ((var(--global-kb-gap-none, 0rem ) * 2 )\/3)));}.kb-row-layout-id1365_9cd41a-e2 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap > div:not(.added-for-specificity){grid-column:initial;}}@media all and (max-width: 1024px){.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{grid-template-columns:repeat(3, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id1365_9cd41a-e2 > .kt-row-column-wrap{padding-bottom:1px;grid-template-columns:minmax(0, 1fr) minmax(0, 1fr) minmax(0, 2fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1365_9cd41a-e2 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-3-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-right-half kt-row-valign-top\">\n<style>.kadence-column1365_acc226-5a > .kt-inside-inner-col{display:flex;}.kadence-column1365_acc226-5a > .kt-inside-inner-col,.kadence-column1365_acc226-5a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_acc226-5a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_acc226-5a > .kt-inside-inner-col{flex-direction:column;align-items:flex-start;}.kadence-column1365_acc226-5a > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column1365_acc226-5a > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column1365_acc226-5a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_acc226-5a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_acc226-5a{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_acc226-5a > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}@media all and (max-width: 767px){.kadence-column1365_acc226-5a > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:flex-start;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_acc226-5a\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44, .wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44[data-kb-block=\"kb-adv-heading1365_e9ec5c-44\"]{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;color:#ff275d;}.wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44[data-kb-block=\"kb-adv-heading1365_e9ec5c-44\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_e9ec5c-44[data-kb-block=\"kb-adv-heading1365_e9ec5c-44\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_e9ec5c-44 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_e9ec5c-44\">Fictif<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col,.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_0f4a46-e9{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_0f4a46-e9 > .kt-inside-inner-col{display:flex;flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_0f4a46-e9\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b, .wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b[data-kb-block=\"kb-adv-heading1365_7f2402-8b\"]{font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b[data-kb-block=\"kb-adv-heading1365_7f2402-8b\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_7f2402-8b[data-kb-block=\"kb-adv-heading1365_7f2402-8b\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_7f2402-8b wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_7f2402-8b\">|<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column1365_aba150-66 > .kt-inside-inner-col,.kadence-column1365_aba150-66 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_aba150-66 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_aba150-66 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_aba150-66 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_aba150-66 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_aba150-66{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_aba150-66 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_aba150-66 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_aba150-66\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58, .wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58[data-kb-block=\"kb-adv-heading1365_193253-58\"]{text-align:left;font-size:var(--global-kb-font-size-sm, 0.9rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58[data-kb-block=\"kb-adv-heading1365_193253-58\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_193253-58[data-kb-block=\"kb-adv-heading1365_193253-58\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading1365_193253-58 project-dates wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading1365_193253-58\">01\/10\/2025 &gt; 19\/11\/2025<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1365_743c10-8f > .kt-inside-inner-col,.kadence-column1365_743c10-8f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_743c10-8f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_743c10-8f > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_743c10-8f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_743c10-8f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_743c10-8f{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_743c10-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_743c10-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_743c10-8f\"><div class=\"kt-inside-inner-col\">\n<hr class=\"wp-block-separator aligncenter has-text-color has-theme-palette-4-color has-alpha-channel-opacity has-theme-palette-4-background-color has-background is-style-wide\" style=\"margin-top:20px\"\/>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{display:flex;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col,.kadence-column1365_7b37ff-94 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column1365_7b37ff-94{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_7b37ff-94{position:relative;}.kadence-column1365_7b37ff-94, .kt-inside-inner-col > .kadence-column1365_7b37ff-94:not(.specificity){margin-top:30px;margin-bottom:0px;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column1365_7b37ff-94{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column1365_7b37ff-94{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column1365_7b37ff-94 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_7b37ff-94\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-sm, 1rem);padding-top:10px;padding-bottom:24px;grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id1365_275d61-a5 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1365_275d61-a5 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1365_275d61-a5 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column1365_ce6d38-8f > .kt-inside-inner-col,.kadence-column1365_ce6d38-8f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_ce6d38-8f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_ce6d38-8f{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_ce6d38-8f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_ce6d38-8f\"><div class=\"kt-inside-inner-col\"><style>.kb-gallery-id-1365_751d98-6d.kb-gallery-ul.kb-gallery-type-fluidcarousel .kt-blocks-carousel figure .kb-gal-image-radius, .kb-gallery-id-1365_751d98-6d.kb-gallery-ul.kb-gallery-type-fluidcarousel .kt-blocks-carousel figure .kb-gal-image-radius img{height:350px;}.kb-gallery-id-1365_751d98-6d .kadence-blocks-gallery-item .kb-gal-image-radius, .kb-gallery-id-1365_751d98-6d .kb-slide-item .kb-gal-image-radius img{border-radius:0px 0px 0px 0px;;}.kb-gallery-wrap-id-1365_751d98-6d.wp-block-kadence-advancedgallery{overflow:visible;}.kb-gallery-wrap-id-1365_751d98-6d.wp-block-kadence-advancedgallery .kt-blocks-carousel{overflow:visible;max-width:100%;}.kb-gallery-id-1365_751d98-6d .splide.kt-carousel-dotstyle-outlinelight .splide__pagination__page{background-color:transparent;box-shadow:inset 0 0 0 1px #fff;-webkit-transition:box-shadow 0.3s ease;-moz-transition:box-shadow 0.3s ease;transition:box-shadow 0.3s ease;}.kb-gallery-id-1365_751d98-6d .splide.kt-carousel-dotstyle-outlinelight .splide__pagination__page.is-active{background-color:transparent;box-shadow:inset 0 0 0 8px #fff;}<\/style><div class=\"kb-gallery-wrap-id-1365_751d98-6d alignnone wp-block-kadence-advancedgallery\"><div class=\"kb-gallery-ul kb-gallery-non-static kb-gallery-type-fluidcarousel kb-gallery-id-1365_751d98-6d kb-gallery-caption-style-bottom-hover kb-gallery-filter-none kb-gallery-magnific-init\" data-image-filter=\"none\" data-lightbox-caption=\"true\"><div class=\"kt-blocks-carousel splide kt-carousel-container-dotstyle-outlinelight kt-carousel-arrowstyle-blackonlight kt-carousel-dotstyle-outlinelight kb-slider-group-arrow kb-slider-arrow-position-center\" data-slider-anim-speed=\"1500\" data-slider-scroll=\"1\" data-slider-arrows=\"true\" data-slider-dots=\"true\" data-slider-hover-pause=\"false\" data-slider-auto=\"1\" data-slider-speed=\"3000\" data-slider-type=\"fluidcarousel\" data-slider-center-mode=\"true\" data-slider-gap=\"10px\" data-slider-gap-tablet=\"10px\" data-slider-gap-mobile=\"10px\" data-show-pause-button=\"false\"><div class=\"splide__track\"><ul class=\"kt-blocks-carousel-init kb-blocks-fluid-carousel splide__list\"><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" width=\"1418\" height=\"807\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp\" data-id=\"1380\" class=\"wp-image-1380 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1.webp 1418w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-600x341.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-768x437.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/01-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1418px) 100vw, 1418px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" width=\"1649\" height=\"933\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp\" data-id=\"1381\" class=\"wp-image-1381 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1.webp 1649w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-768x435.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-1536x869.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/02-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1649px) 100vw, 1649px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" width=\"1653\" height=\"929\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp\" data-id=\"1382\" class=\"wp-image-1382 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1.webp 1653w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-1536x863.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/03-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1653px) 100vw, 1653px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" width=\"1650\" height=\"931\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp\" data-id=\"1383\" class=\"wp-image-1383 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1.webp 1650w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-600x339.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-150x85.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-768x433.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-1536x867.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/04-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1650px) 100vw, 1650px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" width=\"1652\" height=\"930\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp\" data-id=\"1384\" class=\"wp-image-1384 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1.webp 1652w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-600x338.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-1536x865.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/05-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1652px) 100vw, 1652px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" width=\"1651\" height=\"928\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp\" data-id=\"1385\" class=\"wp-image-1385 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1.webp 1651w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-1536x863.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/06-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1651px) 100vw, 1651px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" width=\"1653\" height=\"927\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp\" data-id=\"1386\" class=\"wp-image-1386 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1.webp 1653w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-600x336.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-768x431.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-1536x861.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/07-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1653px) 100vw, 1653px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" width=\"1652\" height=\"927\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp\" data-id=\"1387\" class=\"wp-image-1387 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1.webp 1652w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-768x431.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-1536x862.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/08-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1652px) 100vw, 1652px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" width=\"1656\" height=\"932\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp\" data-id=\"1388\" class=\"wp-image-1388 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1.webp 1656w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-600x338.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-1536x864.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/09-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1656px) 100vw, 1656px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" width=\"1649\" height=\"926\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp\" data-id=\"1389\" class=\"wp-image-1389 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1.webp 1649w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-768x431.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-1536x863.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/10-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1649px) 100vw, 1649px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" width=\"1654\" height=\"930\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp\" data-id=\"1390\" class=\"wp-image-1390 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1.webp 1654w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-600x337.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-150x84.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-768x432.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-1536x864.webp 1536w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/11-1-18x10.webp 18w\" sizes=\"auto, (max-width: 1654px) 100vw, 1654px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" class=\"kb-gallery-item-link\"  ><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain\" ><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" width=\"1021\" height=\"614\" alt=\"\" data-full-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" data-light-image=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp\" data-id=\"1391\" class=\"wp-image-1391 skip-lazy\" srcset=\"https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1.webp 1021w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-600x361.webp 600w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-150x90.webp 150w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-768x462.webp 768w, https:\/\/giulia-governatori.alwaysdata.net\/wp-content\/uploads\/12-1-18x12.webp 18w\" sizes=\"auto, (max-width: 1021px) 100vw, 1021px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column1365_bfeb29-41 > .kt-inside-inner-col,.kadence-column1365_bfeb29-41 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1365_bfeb29-41 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1365_bfeb29-41{position:relative;}@media all and (max-width: 1024px){.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1365_bfeb29-41 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1365_bfeb29-41\"><div class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-content-wrap{padding-top:40px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-contents-title-wrap{color:#9b9958;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-contents-title{color:#9b9958;font-size:35px;line-height:5px;font-family:'Crimson Text';font-weight:400;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-content-wrap .kb-table-of-content-list{color:#cef8a9;font-size:22px;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id1365_ab0ef7-f9 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette2, #2B6CB0);}<\/style><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08, .wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08[data-kb-block=\"kb-adv-heading1365_6b6bd5-08\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08[data-kb-block=\"kb-adv-heading1365_6b6bd5-08\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_6b6bd5-08[data-kb-block=\"kb-adv-heading1365_6b6bd5-08\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_6b6bd5-08 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_6b6bd5-08\">Contexte<\/h2>\n\n\n\n<p>J'ai \u00e9t\u00e9 mandat\u00e9 par le Consortium europ\u00e9en pour la sant\u00e9 cardiovasculaire (ECHC) (fictif), un consortium \u00e0 but non lucratif regroupant des centres de recherche cardiovasculaire, pour d\u00e9velopper un syst\u00e8me d'apprentissage automatique destin\u00e9 au d\u00e9pistage pr\u00e9ventif des maladies cardiaques. Le projet \u00e9tait supervis\u00e9 par le Dr Elena Rossi (responsable de la cardiologie pr\u00e9ventive).<br><br><strong>Mon r\u00f4le<\/strong> \u00e9tait de :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Construire des mod\u00e8les pr\u00e9dictifs pour \u00e9valuer le risque de maladie cardiovasculaire \u00e0 partir de donn\u00e9es cliniques\u2028<\/li>\n\n\n\n<li>Optimiser les performances du mod\u00e8le tout en r\u00e9solvant les probl\u00e8mes d'overfitting<\/li>\n\n\n\n<li>Cr\u00e9er un tableau de bord Power BI interactif permettant aux cliniciens d'explorer des sc\u00e9narios \"what-if\".\u2028<\/li>\n\n\n\n<li>Traduire les pr\u00e9dictions complexes du ML en cat\u00e9gories de risque exploitables (faible\/mod\u00e9r\u00e9\/\u00e9lev\u00e9)<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97, .wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97[data-kb-block=\"kb-adv-heading1365_a7e442-97\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97[data-kb-block=\"kb-adv-heading1365_a7e442-97\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_a7e442-97[data-kb-block=\"kb-adv-heading1365_a7e442-97\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_a7e442-97 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_a7e442-97\">Datasets<\/h2>\n\n\n\n<p><strong>Source: <br><\/strong>Donn\u00e9es sur les maladies cardiaques de l'UCI<br><strong>Cr\u00e9ateurs : <br><\/strong>Institut hongrois de cardiologie (Budapest), H\u00f4pital universitaire (Zurich), H\u00f4pital universitaire (B\u00e2le), Centre m\u00e9dical V.A. (Long Beach &amp; Cleveland Clinic Foundation)<br><br><strong>Dataset principal : <\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>303 patients provenant de 4 h\u00f4pitaux internationaux\u2028<\/li>\n\n\n\n<li>13 variables cliniques : \u00e2ge, sexe, type de douleur thoracique (cp), tension art\u00e9rielle au repos (trestbps), cholest\u00e9rol (chol), glyc\u00e9mie \u00e0 jeun (fbs), ECG au repos (restecg), fr\u00e9quence cardiaque maximale (thalach), angine d'effort (exang), d\u00e9pression du segment ST (oldpeak), pente du segment ST (slope), vaisseaux color\u00e9s (ca), thalass\u00e9mie (thal)\u2028<\/li>\n\n\n\n<li>Variable cible : pr\u00e9sence (1) ou absence (0) d'une maladie cardiaque\u2028\u2028<\/li>\n<\/ul>\n\n\n\n<p><strong>Qualit\u00e9 des donn\u00e9es :<\/strong> Aucune valeur manquante<br>D\u00e9fi : l'ensemble de donn\u00e9es original comportait 5 classes d\u00e9s\u00e9quilibr\u00e9es (0, 1, 2, 3, 4). Il a \u00e9t\u00e9 transform\u00e9 en classification binaire (sant\u00e9 vs maladie) afin d'obtenir des classes \u00e9quilibr\u00e9es : 160 personnes en bonne sant\u00e9 (54 %) vs 137 personnes malades (46 %).\u2028<br>Ensemble de donn\u00e9es du tableau de bord : 133 056 sc\u00e9narios simul\u00e9s g\u00e9n\u00e9r\u00e9s par des combinaisons syst\u00e9matiques de param\u00e8tres cliniques pour l'analyse \"what-if\".<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d, .wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d[data-kb-block=\"kb-adv-heading1365_8434fd-9d\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d[data-kb-block=\"kb-adv-heading1365_8434fd-9d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_8434fd-9d[data-kb-block=\"kb-adv-heading1365_8434fd-9d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_8434fd-9d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_8434fd-9d\">Workflow<\/h2>\n\n\n\n<p><strong>Environnement :<\/strong> Jupyter Notebook (Python 3) using scikit-learn, pandas, numpy, matplotlib, seaborn, joblib\u2028<br><br><strong>1. Pr\u00e9paration des donn\u00e9es :\u2028\u2028<\/strong>\u2028\u2028<br><br>Train-test split : 80 % de training (237 patients) \/ 20 % de test (60 patients) avec stratification\u2028<br>\u00c9viter le data snooping : test set verrouill\u00e9 jusqu'\u00e0 l'\u00e9valuation finale\u2028<br>Validation crois\u00e9e 5-Fold pour le r\u00e9glage des hyperparam\u00e8tres fait uniquement sur le training set.<br><br>Pipeline de pr\u00e9-traitement :<br>Variables num\u00e9riques : imputation m\u00e9diane + StandardScaler (\u03bc=0, \u03c3=1)\u2028<br>Variables cat\u00e9gorielles : One-Hot Encoding<br><br><strong>2. D\u00e9veloppement du mod\u00e8le :<\/strong>\u2028<br><br>Mod\u00e8le 1 \u2013 Random Forest :\u2028\u2028<br><br>GridSearchCV initial avec overfitting d\u00e9tect\u00e9 (\u00e9cart AUC : 5,1 %)\u2028<br><br>Strat\u00e9gie de r\u00e9gularisation appliqu\u00e9e :\u2028<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Profondeur d'arbre limit\u00e9e (max_depth : 10)\u2028<\/li>\n\n\n\n<li>Augmentation du nombre minimum d'\u00e9chantillons par fractionnement (min_samples_split : 5)\u2028<\/li>\n\n\n\n<li>Augmentation du nombre minimum d'\u00e9chantillons par feuille (min_samples_leaf : 4)\u2028<\/li>\n\n\n\n<li>Randomisation des caract\u00e9ristiques (max_features: \u2018sqrt\u2019)<\/li>\n<\/ul>\n\n\n\n<p>R\u00e9sultat apr\u00e8s optimisation : pr\u00e9cision de 85 %, AUC de 0,946, r\u00e9duction de l'\u00e9cart de overfitting \u00e0 3,5 %.\u2028\u2028<br><br>Mod\u00e8le 2 \u2013 R\u00e9gression logistique :\u2028\u2028<br>GridSearchCV avec r\u00e9gularisation L2 (C : 0,01)<br>R\u00e9sultat : pr\u00e9cision de 86,7 %, AUC de 0,951, aucun overfitting<br><br>Mod\u00e8le 3 \u2013 Stacking Ensemble :\u2028\u2028<br>Mod\u00e8les de base : Random Forest optimis\u00e9e + r\u00e9gression logistique\u2028<br>M\u00e9tamod\u00e8le : r\u00e9gression logistique avec CV \u00e0 5-fold<br>R\u00e9sultat : pr\u00e9cision de 83,3 %, AUC de 0,953 (meilleure discrimination)\u2028\u2028 <br><br><strong>3. Analyse de l'importance des features :<\/strong>\u2028\u2028<br><br>Les 5 principales variables pr\u00e9dictives (importance totale de 62 %) : type de douleur thoracique (15,8 %), thalass\u00e9mie (15,0 %), fr\u00e9quence cardiaque maximale (11,1 %), vaisseaux color\u00e9s (10,4 %), d\u00e9pression du segment ST (9,8 %)\u2028<br>Conclusion surprenante : le cholest\u00e9rol et la glyc\u00e9mie \u00e0 jeun pr\u00e9sentaient une faible corr\u00e9lation avec la variable cible. <br><br><strong>4. D\u00e9veloppement du tableau de bord :<\/strong>\u2028\u2028<br><br>G\u00e9n\u00e9ration de 133 056 sc\u00e9narios What-if gr\u00e2ce \u00e0 des combinaisons syst\u00e9matiques de param\u00e8tres\u2028<br>Cat\u00e9gorisation des risques : Faible (&lt;30 %), Mod\u00e9r\u00e9 (30-70 %), \u00c9lev\u00e9 (\u226570 %)\u2028<br>Tableau de bord Power BI interactif avec filtres pour l'\u00e2ge, le cholest\u00e9rol, la fr\u00e9quence cardiaque, le type de douleur thoracique, la thalass\u00e9mie, le sous-d\u00e9pression du segment ST, les vaisseaux color\u00e9s\u2028<br>Export\u00e9 sous le nom heart_disease_dashboard_stacking.csv<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea, .wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea[data-kb-block=\"kb-adv-heading1365_30b465-ea\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea[data-kb-block=\"kb-adv-heading1365_30b465-ea\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_30b465-ea[data-kb-block=\"kb-adv-heading1365_30b465-ea\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_30b465-ea wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_30b465-ea\">Insights<\/h2>\n\n\n\n<p><strong>Mod\u00e8le 1: Random Forest (Optimis\u00e9)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test Accuracy: 85.0%<\/li>\n\n\n\n<li>Test AUC-ROC: 0.946<\/li>\n\n\n\n<li>Precision (Maladie): 0.88<\/li>\n\n\n\n<li>Recall (Maladie): 0.79<\/li>\n\n\n\n<li>F1-Score: 0.83<\/li>\n\n\n\n<li>R\u00e9duction de l'\u00e9cart d'overfitting : de 11,2 % \u00e0 6,1 % (am\u00e9lioration de 45 %)<\/li>\n<\/ul>\n\n\n\n<p><strong>Mod\u00e8le 2 : R\u00e9gression logistique<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test Accuracy: 86.7%<\/li>\n\n\n\n<li>Test AUC-ROC: 0.951<\/li>\n\n\n\n<li>Precision (Maladie): 0.92<\/li>\n\n\n\n<li>Recall (Maladie): 0.79<\/li>\n\n\n\n<li>F1-Score: 0.85<\/li>\n\n\n\n<li>G\u00e9n\u00e9ralisation : excellente (\u00e9cart n\u00e9gatif = test &gt; training)<\/li>\n<\/ul>\n\n\n\n<p><strong>Mod\u00e8le 3 : Stacking Ensemble (Selectionn\u00e9)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Test Accuracy: 83.3%<\/li>\n\n\n\n<li>Test AUC-ROC: 0.953 \u2728 (le plus \u00e9lev\u00e9)<\/li>\n\n\n\n<li>Cross-validation AUC: 0.903<\/li>\n\n\n\n<li>Precision (Maladie): 0.88<\/li>\n\n\n\n<li>Recall (Maladie): 0.75<\/li>\n\n\n\n<li>F1-Score: 0.81<\/li>\n\n\n\n<li>Overfitting: N\u00e9gligeable<\/li>\n<\/ul>\n\n\n\n<p><strong>Principales conclusions<\/strong><\/p>\n\n\n\n<p>\u2705 Stacking a permis d'obtenir la meilleure discrimination (AUC = 0,953).<br>\u2705 Random Forest pr\u00e9sentait la sensibilit\u00e9 la plus \u00e9lev\u00e9e (79 % de rappel = moins de cas manqu\u00e9s).<br>\u2705 La r\u00e9gression logistique pr\u00e9sentait la plus grande pr\u00e9cision (92 % = moins de fausses alertes).<br>\u2705 Tous les mod\u00e8les ont d\u00e9pass\u00e9 0,94 AUC (excellentes performances cliniques)<\/p>\n\n\n\n<p><strong>Importance des features (Top 5)<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Type de douleur thoracique (cp) : 15,8 %<\/li>\n\n\n\n<li>Thalass\u00e9mie (thal) : 15,0 %<\/li>\n\n\n\n<li>Fr\u00e9quence cardiaque maximale (thalach) : 11,1 %<\/li>\n\n\n\n<li>Vaisseaux color\u00e9s (ca) : 10,4 %<\/li>\n\n\n\n<li>D\u00e9pression ST (oldpeak) : 9,8 %<\/li>\n<\/ol>\n\n\n\n<p><strong>Contribution totale :<\/strong>62 % de pouvoir pr\u00e9dictif<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71, .wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71[data-kb-block=\"kb-adv-heading1365_95a3eb-71\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71[data-kb-block=\"kb-adv-heading1365_95a3eb-71\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_95a3eb-71[data-kb-block=\"kb-adv-heading1365_95a3eb-71\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_95a3eb-71 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_95a3eb-71\">Business Impact<\/h2>\n\n\n\n<p><strong>Pour les cliniciens :\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Outil de d\u00e9pistage rapide avec une pr\u00e9cision de discrimination de 95 % facilitant les d\u00e9cisions de triage\u2028<\/li>\n\n\n\n<li>Priorisation fond\u00e9e sur des preuves : identifie les patients qui ont besoin d'un bilan cardiologique imm\u00e9diat par opposition \u00e0 un suivi de routine.\u2028<\/li>\n\n\n\n<li>Pr\u00e9visions explicables : l'importance des caract\u00e9ristiques montre quels facteurs cliniques influencent l'\u00e9valuation des risques.<\/li>\n<\/ul>\n\n\n\n<p><strong>Pour les patients :<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Communication visuelle des risques : un tableau de bord interactif traduit des probabilit\u00e9s complexes en cat\u00e9gories claires : faible, mod\u00e9r\u00e9e, \u00e9lev\u00e9e.\u2028<\/li>\n\n\n\n<li>Autonomisation : les patients peuvent voir comment des changements de mode de vie (r\u00e9duction du cholest\u00e9rol, am\u00e9lioration de la condition physique) auraient un impact sur leur score de risque.<\/li>\n<\/ul>\n\n\n\n<p><strong>Pour le syst\u00e8me de sant\u00e9 :\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Optimisation des ressources : concentre les tests diagnostiques co\u00fbteux (\u00e9chocardiogrammes, angiographies) sur les patients \u00e0 risque mod\u00e9r\u00e9\/\u00e9lev\u00e9.\u2028<\/li>\n\n\n\n<li>\u00c9conomie pr\u00e9ventive : le d\u00e9pistage pr\u00e9coce r\u00e9duit les interventions d'urgence et les hospitalisations co\u00fbteuses.\u2028<\/li>\n\n\n\n<li>\u00c9volutivit\u00e9 : mod\u00e9lise instantan\u00e9ment des sc\u00e9narios illimit\u00e9s pour la gestion de la sant\u00e9 publique.<\/li>\n<\/ul>\n\n\n\n<p><strong>Contribution scientifique :\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>D\u00e9montr\u00e9 que les m\u00e9thodes d'ensemble (Stacking) combinant des approches lin\u00e9aires et non lin\u00e9aires surpassent les mod\u00e8les individuels.\u2028<\/li>\n\n\n\n<li>Confirmation que les variables diagnostiques (caract\u00e9ristiques de la douleur thoracique, r\u00e9sultats des tests d'effort) sont plus informatives que les facteurs de risque isol\u00e9s.\u2028<\/li>\n\n\n\n<li>M\u00e9thodologie reproductible fournie pour les petits ensembles de donn\u00e9es m\u00e9dicales (n = 303) avec contr\u00f4le rigoureux de l'overfitting.<\/li>\n<\/ul>\n\n\n\n<p><strong>Limites reconnues :\u2028<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>La petite taille de l'\u00e9chantillon (303 patients) limite la g\u00e9n\u00e9ralisation.\u2028<\/li>\n\n\n\n<li>Biais g\u00e9ographique (4 h\u00f4pitaux seulement)<\/li>\n\n\n\n<li>Recall de 75 \u00e0 82 % : certains patients malades \u00e9chappent encore au d\u00e9pistage (faux n\u00e9gatifs)\u2028<\/li>\n\n\n\n<li>N\u00e9cessite une validation sur des cohortes de patients potentiels dans le monde r\u00e9el.<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06, .wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06[data-kb-block=\"kb-adv-heading1365_0bd5fb-06\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06[data-kb-block=\"kb-adv-heading1365_0bd5fb-06\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_0bd5fb-06[data-kb-block=\"kb-adv-heading1365_0bd5fb-06\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_0bd5fb-06 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_0bd5fb-06\">Links<\/h2>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/presentation_heart_diseases_Giulia_Governatori_FR.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Presentation FR<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/presentation_heart_diseases_Giulia_Governatori_IT.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Presentation IT<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/Technical_Report_Giulia_Governatori.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Rapport technique<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/drive\/17ChEK6hZ3XSb0VMvl2trAv_Kj0Lhq05f?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Notebook<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/doc\/projects\/P14\/dictionnaire_variables_GG.xlsx\" target=\"_blank\" rel=\"noreferrer noopener\">Dictionnaire des donn\u00e9es<\/a><\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4, .wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4[data-kb-block=\"kb-adv-heading1365_10e657-a4\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4[data-kb-block=\"kb-adv-heading1365_10e657-a4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1365_10e657-a4[data-kb-block=\"kb-adv-heading1365_10e657-a4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1365_10e657-a4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1365_10e657-a4\">Dashboard<\/h2>\n\n\n\n<p><a href=\"https:\/\/giulia-governatori.alwaysdata.net\/fr\/dashboard-p14\/\" data-type=\"page\" data-id=\"1396\">Dashboard<\/a><\/p>\n\n\n<style>.kadence-column311_6aa044-75 > .kt-inside-inner-col{display:flex;}.kadence-column311_6aa044-75{max-width:1140px;margin-left:auto;margin-right:auto;}.wp-block-kadence-column.kb-section-dir-horizontal:not(.kb-section-md-dir-vertical)>.kt-inside-inner-col>.kadence-column311_6aa044-75{-webkit-flex:0 1 1140px;flex:0 1 1140px;max-width:unset;margin-left:unset;margin-right:unset;}.kadence-column311_6aa044-75 > .kt-inside-inner-col,.kadence-column311_6aa044-75 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column311_6aa044-75 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;align-items:center;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column311_6aa044-75 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column311_6aa044-75 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column311_6aa044-75{position:relative;}@media all and (min-width: 1025px){.wp-block-kadence-column.kb-section-dir-horizontal>.kt-inside-inner-col>.kadence-column311_6aa044-75{-webkit-flex:0 1 1140px;flex:0 1 1140px;max-width:unset;margin-left:unset;margin-right:unset;}}@media all and (max-width: 1024px){.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.wp-block-kadence-column.kb-section-sm-dir-vertical:not(.kb-section-sm-dir-horizontal):not(.kb-section-sm-dir-specificity)>.kt-inside-inner-col>.kadence-column311_6aa044-75{max-width:1140px;-webkit-flex:1;flex:1;margin-left:auto;margin-right:auto;}.kadence-column311_6aa044-75 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column311_6aa044-75\"><div class=\"kt-inside-inner-col\">\n<style>\n  .project-select-wrapper {\n    display: flex;\n    align-items: center;\n    gap: 0.5rem;\n    font-family: 'Roboto Mono', monospace;\n    position: relative;\n  }\n\n  .project-select-wrapper label {\n    font-weight: 600;\n    margin: 0;\n    white-space: nowrap; \/* Ne passe pas \u00e0 la ligne *\/\n  }\n\n  .custom-select {\n    font-family: 'Roboto Mono', monospace;\n    font-size: 1rem;\n    font-weight: 700;\n    padding: 0.5rem 0.8rem;\n    border: 1px solid #fff;\n    border-radius: 6px;\n    background: transparent;\n    color: #fff;\n    cursor: pointer;\n    min-width: 90px; \/* juste suffisant pour le texte \"Select\" *\/\n  }\n.custom-select:focus,\n.custom-select:active,\n.custom-select:hover {\n    border: 1px solid #FF678D!important;\n    background: transparent!important;\n    color: #FF678D!important;\n}\n\n  .dropdown-menu {\n    margin-bottom: 5px;\n    position: absolute;\n    bottom: 100%;\n    left: 0;\n    background: #9b9958;\n    border-radius: 6px;\n    display: none;\n    flex-direction: column;\n    z-index: 100;\n    white-space: nowrap;\n  }\n\n  .dropdown-menu a {\n    display: block;\n    padding: 0.5rem 0.8rem;\n    color: #7D0202;\n    text-decoration: none;\n  }\n\n  .dropdown-menu a:hover {\n    background: #7D0202;\n    color: #fff;\n  }\n\n  .project-select-wrapper.open .dropdown-menu {\n    display: flex;\n  }\n<\/style>\n\n<div class=\"project-select-wrapper\">\n  <label for=\"project-toggle\">Voir les autres projets<\/label>\n  <button id=\"project-toggle\" class=\"custom-select\" type=\"button\">S\u00e9lectionner<\/button>\n  <div class=\"dropdown-menu\">\n    <a href=\"\/fr\/projects\/real%E2%80%91estate-price-prediction\/\">Analyser l\u2019\u00e9volution des prix \u2028de l\u2019immobilier avec Python<\/a>\n    <a href=\"\/fr\/projects\/market-segmentation-aaa-strategy-uoi-games\/\">Segmentation du march\u00e9 et strat\u00e9gie AAA<\/a>\n    <a href=\"\/fr\/projects\/portfolio-creation-documentation\/\">Cr\u00e9er mon portfolio de professionnel de la data<\/a>\n    <a href=\"\/fr\/projects\/the-hidden-realities-of-animation-in-france\/\">Sondage personnel : les r\u00e9alit\u00e9s cach\u00e9es de l'animation en France<\/a>\n    <a href=\"\/fr\/projects\/power-bi-project-dashboard-sanitoral\/\">Cr\u00e9er un tableau de bord dynamique avec PowerBI<\/a>\n    <a href=\"\/fr\/projects\/stock-management-data-cleaning-bottleneck\/\">Optimiser la gestion &amp; nettoyez les donn\u00e9es \u2028du stock d'une boutique<\/a>\n    <a href=\"\/fr\/projects\/sales-dashboard-recs-bottleneck\/\">Am\u00e9liorez les performances de l'entreprise<\/a>\n    <a href=\"\/fr\/projects\/customer-satisfaction-tracking-bestmarket\/\">Manipuler une base de donn\u00e9es avec SQL pour suivre la satisfaction client<\/a>\n    <a href=\"\/fr\/projects\/gdpr%E2%80%91compliant-data-collection\/\">Collecter des donn\u00e9es \u2028en respectant les normes RGPD<\/a>\n    <a href=\"\/fr\/projects\/analyze-customer-churn\/\">Visualiser des donn\u00e9es avec Excel<\/a>\n    <a href=\"\/fr\/projects\/sql-practice-housing-insurance\/\">Requ\u00eater une base de donn\u00e9es avec SQL<\/a>\n    <a href=\"\/fr\/projects\/analysis-of-my-business-intelligence-analyst-training\/\">Analyse de ma formation de Business Intelligence Analyst<\/a>\n  <\/div>\n<\/div>\n\n<script>\n  const toggle = document.getElementById('project-toggle');\n  const wrapper = document.querySelector('.project-select-wrapper');\n\n  toggle.addEventListener('click', () => {\n    wrapper.classList.toggle('open');\n  });\n\n  document.addEventListener('click', (e) => {\n    if (!wrapper.contains(e.target)) {\n      wrapper.classList.remove('open');\n    }\n  });\n\n  document.querySelectorAll('.dropdown-menu a').forEach(link => {\n    link.addEventListener('click', () => {\n      window.location.href = link.href;\n    });\n  });\n<\/script>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Healthcare &#8211; European Cardiovascular Health Consortium (Personal) Fictional | 01\/10\/2025 &gt; 19\/11\/2025 Context I was commissioned by the European Cardiovascular Health Consortium (ECHC) (fictional), a non-profit consortium of cardiovascular research centers, to develop a machine learning system for preventive heart disease screening. The project was supervised by Dr. Elena Rossi (Head of Preventive Cardiology). My&#8230;<\/p>","protected":false},"featured_media":1367,"menu_order":0,"template":"","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":""},"categories":[36,4,5,29,7,19,15,6,31,10,24,25,32],"class_list":["post-1365","projects","type-projects","status-publish","has-post-thumbnail","hentry","category-dashboarding","category-data-methods","category-data-tools","category-dax","category-exploratory-data-analysis","category-google-collab","category-kpi-tracking","category-languages","category-m","category-ml-ai-engineering","category-power-bi","category-power-query","category-python"],"_links":{"self":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/projects\/1365","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/projects"}],"about":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/types\/projects"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/media\/1367"}],"wp:attachment":[{"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/media?parent=1365"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/giulia-governatori.alwaysdata.net\/fr\/wp-json\/wp\/v2\/categories?post=1365"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}