{"id":10463,"date":"2024-03-03T13:13:38","date_gmt":"2024-03-03T13:13:38","guid":{"rendered":"https:\/\/dailyai.com\/?p=10463"},"modified":"2024-03-04T11:18:19","modified_gmt":"2024-03-04T11:18:19","slug":"researchers-use-machine-learning-to-copy-and-replicate-fragrances","status":"publish","type":"post","link":"https:\/\/dailyai.com\/it\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","title":{"rendered":"I ricercatori usano l'apprendimento automatico per copiare e replicare le fragranze"},"content":{"rendered":"

L'intelligenza artificiale sta cambiando il modo di pensare alla conservazione dei profumi, salvando potenzialmente fragranze rare che sono sull'orlo della scomparsa.\u00a0<\/b><\/p>\n

Idelfonso Nogueira e il suo team dell'Universit\u00e0 norvegese di scienza e tecnologia hanno dimostrato che l'intelligenza artificiale pu\u00f2 creare formule per ricreare profumi.<\/span><\/p>\n

Il studio<\/a> prevede la profilazione delle fragranze in base alla loro \"famiglia odorosa\" - termini descrittivi come \"speziato\" o \"muschio\" - e al loro \"valore odoroso\", che misura l'intensit\u00e0 di un odore.\u00a0<\/span><\/p>\n

Per esempio, hanno trovato una fragranza con un alto valore di odore \"cumarinico\" (che ricorda la vaniglia) e un'altra che era notevolmente \"alcolica\".\u00a0<\/span><\/p>\n

I ricercatori intendono utilizzare questo processo per preservare odori oscuri e rari, come quelli ottenuti da ambienti naturali mutevoli o da piante sull'orlo dell'estinzione, replicandoli da un unico campione.<\/span><\/p>\n

Potrebbe anche consentire un processo efficiente e replicabile per la creazione di profumi, un compito che di solito richiede notevoli tentativi ed errori.\u00a0<\/span><\/p>\n

Disaggregazione della metodologia<\/h2>\n

Il primo passo consiste nell'analizzare le fragranze target per comprenderne i profili olfattivi, comprese le famiglie di profumi (come \"speziato\" o \"muschio\") e la loro intensit\u00e0.\u00a0<\/span><\/p>\n

Quindi, utilizzando una Gated Graph Neural Network (GGNN) addestrata su un vasto database di molecole, il team genera nuove molecole che potrebbero potenzialmente replicare la fragranza bersaglio.\u00a0<\/span><\/p>\n

\"Profumo
La metodologia dello studio. Fonte: Via ArXiv<\/a><\/figcaption><\/figure>\n

Questo processo prevede due fasi: l'addestramento della GGNN con molecole note per imparare la relazione tra le strutture molecolari e i loro profumi e la generazione di nuove molecole che corrispondono al profilo di profumo desiderato attraverso l'apprendimento di trasferimento.<\/span><\/p>\n

Nogueira spiega che la percezione dell'odore cambia a causa delle interazioni fisiche e chimiche che le molecole subiscono con l'aria o la pelle.\u00a0<\/span>Per replicare accuratamente i profumi originali, hanno selezionato molecole generate dall'intelligenza artificiale che evaporavano in modo simile a quelle delle fragranze originali, affrontando la sfida di catturare la natura effimera delle \"note di testa\" e la longevit\u00e0 delle \"note di fondo\".<\/span><\/p>\n

Dopo aver generato una serie di molecole, il team seleziona quelle che meglio si adattano al profilo olfattivo della fragranza target in base alla loro pressione di vapore e alle note di fragranza.\u00a0<\/span><\/p>\n

La fase finale prevede l'ottimizzazione della formulazione del profumo in modo che corrisponda al profumo originale. Questo processo considera l'intensit\u00e0 delle diverse famiglie di profumi presenti nella fragranza e regola di conseguenza la composizione molecolare del profumo.<\/span><\/p>\n

Una delle fragranze prodotte con questo metodo replicava fedelmente l'originale, con lievi deviazioni nelle note \"cumariniche\" e \"taglienti\". L'altra era quasi identica.\u00a0<\/span><\/p>\n

Gli autori suggeriscono che l'espansione del database per includere molecole pi\u00f9 complesse potrebbe migliorare l'accuratezza di queste fragranze generate dall'IA, offrendo una soluzione pi\u00f9 economica e sostenibile per l'industria dei profumi, che attualmente deve affrontare costi elevati e lunghi tempi di sviluppo.<\/span><\/p>\n

Nogueira \u00e8 pronto a testare ulteriormente la tecnologia sperimentando in prima persona alcune delle fragranze generate dall'intelligenza artificiale nel laboratorio di un collega a Lubiana, in Slovenia. <\/span>\"Sono molto entusiasta di sentire il loro odore\", afferma.<\/span><\/p>\n

L'IA ha numerosi impieghi innovativi in applicazioni meno sospette, come quando i ricercatori hanno utilizzato le reti neurali per geo-localizzare le persone. I profili aromatici unici del vino<\/a> per illuminare le basi chimiche del terroir.<\/p>","protected":false},"excerpt":{"rendered":"

L'intelligenza artificiale sta cambiando il modo di pensare alla conservazione dei profumi, salvando potenzialmente fragranze rare che sono sull'orlo della scomparsa. Idelfonso Nogueira e il suo team dell'Universit\u00e0 norvegese di scienza e tecnologia hanno dimostrato che l'intelligenza artificiale pu\u00f2 creare formule per ricreare i profumi. Lo studio prevede la profilazione delle fragranze in base alla loro \"famiglia di profumi\" - termini descrittivi come \"speziato\" o \"muschio\" - e al loro \"valore di odore\", che misura l'intensit\u00e0 di un odore. Per esempio, hanno trovato una fragranza con un alto valore di odore \"cumarinico\" (che ricorda la vaniglia) e un'altra che era notevolmente \"alcolica\". I ricercatori intendono utilizzare questo processo per conservare<\/p>","protected":false},"author":2,"featured_media":10465,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[105],"class_list":["post-10463","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-machine-learning"],"yoast_head":"\nResearchers use machine learning to copy and replicate fragrances | DailyAI<\/title>\n<meta name=\"description\" content=\"AI is changing how we think about preserving scents, potentially rescuing rare fragrances that are on the brink of disappearing.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/it\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researchers use machine learning to copy and replicate fragrances | DailyAI\" \/>\n<meta property=\"og:description\" content=\"AI is changing how we think about preserving scents, potentially rescuing rare fragrances that are on the brink of disappearing.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/it\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-03T13:13:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-04T11:18:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/shutterstock_677981779.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"658\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Scritto da\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo di lettura stimato\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minuti\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"Researchers use machine learning to copy and replicate fragrances\",\"datePublished\":\"2024-03-03T13:13:38+00:00\",\"dateModified\":\"2024-03-04T11:18:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/\"},\"wordCount\":501,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/shutterstock_677981779.jpg\",\"keywords\":[\"machine learning\"],\"articleSection\":[\"Ethics & Society\"],\"inLanguage\":\"it-IT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/\",\"name\":\"Researchers use machine learning to copy and replicate fragrances | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/shutterstock_677981779.jpg\",\"datePublished\":\"2024-03-03T13:13:38+00:00\",\"dateModified\":\"2024-03-04T11:18:19+00:00\",\"description\":\"AI is changing how we think about preserving scents, potentially rescuing rare fragrances that are on the brink of disappearing.\u00a0\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#breadcrumb\"},\"inLanguage\":\"it-IT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/shutterstock_677981779.jpg\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/shutterstock_677981779.jpg\",\"width\":1000,\"height\":658,\"caption\":\"AI perfume\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Researchers use machine learning to copy and replicate fragrances\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"name\":\"DailyAI\",\"description\":\"Your Daily Dose of AI News\",\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/dailyai.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"it-IT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"width\":4501,\"height\":934,\"caption\":\"DailyAI\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/DailyAIOfficial\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/dailyaiofficial\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@DailyAIOfficial\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\",\"name\":\"Sam Jeans\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"it-IT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"caption\":\"Sam Jeans\"},\"description\":\"Sam is a science and technology writer who has worked in various AI startups. When he\u2019s not writing, he can be found reading medical journals or digging through boxes of vinyl records.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/sam-jeans-6746b9142\\\/\"],\"url\":\"https:\\\/\\\/dailyai.com\\\/it\\\/author\\\/samjeans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"I ricercatori usano l'apprendimento automatico per copiare e replicare le fragranze | DailyAI","description":"L'intelligenza artificiale sta cambiando il modo di pensare alla conservazione dei profumi, salvando potenzialmente fragranze rare che sono sull'orlo della scomparsa.\u00a0","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/dailyai.com\/it\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","og_locale":"it_IT","og_type":"article","og_title":"Researchers use machine learning to copy and replicate fragrances | DailyAI","og_description":"AI is changing how we think about preserving scents, potentially rescuing rare fragrances that are on the brink of disappearing.\u00a0","og_url":"https:\/\/dailyai.com\/it\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","og_site_name":"DailyAI","article_published_time":"2024-03-03T13:13:38+00:00","article_modified_time":"2024-03-04T11:18:19+00:00","og_image":[{"width":1000,"height":658,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/shutterstock_677981779.jpg","type":"image\/jpeg"}],"author":"Sam Jeans","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Scritto da":"Sam Jeans","Tempo di lettura stimato":"3 minuti"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/"},"author":{"name":"Sam Jeans","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9"},"headline":"Researchers use machine learning to copy and replicate fragrances","datePublished":"2024-03-03T13:13:38+00:00","dateModified":"2024-03-04T11:18:19+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/"},"wordCount":501,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/shutterstock_677981779.jpg","keywords":["machine learning"],"articleSection":["Ethics & Society"],"inLanguage":"it-IT"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","url":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","name":"I ricercatori usano l'apprendimento automatico per copiare e replicare le fragranze | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/shutterstock_677981779.jpg","datePublished":"2024-03-03T13:13:38+00:00","dateModified":"2024-03-04T11:18:19+00:00","description":"L'intelligenza artificiale sta cambiando il modo di pensare alla conservazione dei profumi, salvando potenzialmente fragranze rare che sono sull'orlo della scomparsa.\u00a0","breadcrumb":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#breadcrumb"},"inLanguage":"it-IT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/"]}]},{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/shutterstock_677981779.jpg","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/shutterstock_677981779.jpg","width":1000,"height":658,"caption":"AI perfume"},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"Researchers use machine learning to copy and replicate fragrances"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DailyAI","description":"La vostra dose quotidiana di notizie sull'intelligenza artificiale","publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dailyai.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"it-IT"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DailyAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","width":4501,"height":934,"caption":"DailyAI"},"image":{"@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/DailyAIOfficial","https:\/\/www.linkedin.com\/company\/dailyaiofficial\/","https:\/\/www.youtube.com\/@DailyAIOfficial"]},{"@type":"Person","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9","name":"Sam Jeans","image":{"@type":"ImageObject","inLanguage":"it-IT","@id":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","caption":"Sam Jeans"},"description":"Sam \u00e8 uno scrittore di scienza e tecnologia che ha lavorato in diverse startup di intelligenza artificiale. Quando non scrive, lo si pu\u00f2 trovare a leggere riviste mediche o a scavare tra scatole di dischi in vinile.","sameAs":["https:\/\/www.linkedin.com\/in\/sam-jeans-6746b9142\/"],"url":"https:\/\/dailyai.com\/it\/author\/samjeans\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts\/10463","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/comments?post=10463"}],"version-history":[{"count":9,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts\/10463\/revisions"}],"predecessor-version":[{"id":10492,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/posts\/10463\/revisions\/10492"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/media\/10465"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/media?parent=10463"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/categories?post=10463"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/it\/wp-json\/wp\/v2\/tags?post=10463"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}