{"id":118095,"date":"2023-06-28T14:24:25","date_gmt":"2023-06-28T12:24:25","guid":{"rendered":"https:\/\/fotc.com\/?p=118095"},"modified":"2023-06-28T15:14:49","modified_gmt":"2023-06-28T13:14:49","slug":"vertex-ai","status":"publish","type":"post","link":"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/","title":{"rendered":"Vertex AI, o solu\u021bie end-to-end pentru construirea \u0219i implementarea modelelor de \u00eenv\u0103\u021bare automat\u0103"},"content":{"rendered":"\n<p>Indiferent de serviciile pe care compania dvs. le ofer\u0103 ast\u0103zi, este esen\u021bial s\u0103 utiliza\u021bi datele pe care le de\u021bine\u021bi pentru a face previziuni, astfel \u00eenc\u00e2t s\u0103 pute\u021bi \u00eembun\u0103t\u0103\u021bi aplica\u021bia \u0219i \u00eentreaga experien\u021b\u0103 oferit\u0103 utilizatorului. \u00cens\u0103 majoritatea echipelor se afl\u0103 la niveluri diferite de expertiz\u0103 \u00een \u00eenv\u0103\u021barea automat\u0103, variind de la \u00eencep\u0103tori \u0219i p\u00e2n\u0103 la exper\u021bi. Pentru a accelera inovarea AI, ave\u021bi nevoie de o platform\u0103 care s\u0103 v\u0103 ajute s\u0103 construi\u021bi expertiz\u0103 pentru utilizatorii \u00eencep\u0103tori \u00een timp ce garanteaz\u0103 un mediu flexibil pentru exper\u021bi. Aici intervine Vertex AI, o platform\u0103 umbrel\u0103 a instrumentelor Google AI.&nbsp;<\/p>\n\n\n\n<p>Vertex AI ofer\u0103 instrumente pentru fiecare pas al fluxului de lucru de machine learning \u00een diferite tipuri de modele \u0219i pentru diferite niveluri de expertiz\u0103. \u00cen acest articol, vom explora modul \u00een care Vertex AI revolu\u021bioneaz\u0103 solu\u021biile de business intelligence \u0219i de ce compania dvs. ar trebui s\u0103 acorde aten\u021bie acestei infrastructuri Google Cloud.<\/p>\n\n\n\n<h2>Prezentare general\u0103 a Vertex AI<\/h2>\n\n\n\n<p>Chiar dac\u0103 nu sunte\u021bi un programator experimentat sau nu ave\u021bi experien\u021b\u0103 cu \u00eenv\u0103\u021barea automat\u0103 \u0219i inteligen\u021ba artificial\u0103, Vertex AI v\u0103 poate ajuta s\u0103 \u00eembun\u0103t\u0103\u021bi\u021bi aplica\u021biile \u0219i user experience utiliz\u00e2nd datele colectate anterior. Exper\u021bii Google sus\u021bin c\u0103, prin crearea Vertex AI, le ofer\u0103 utilizatorilor o platform\u0103 care poate fi utilizat\u0103 at\u00e2t de \u00eencep\u0103tori, c\u00e2t \u0219i pentru utilizatorii avansa\u021bi \u00een IA (inteligen\u021b\u0103 artificial\u0103).<\/p>\n\n\n\n<p>Vertex AI combin\u0103 ingineria datelor, \u0219tiin\u021ba datelor \u0219i fluxurile de lucru de inginerie ML, permi\u021b\u00e2nd echipelor dvs. s\u0103 colaboreze folosind un set de instrumente comun.<\/p>\n\n\n\n<p>Mai simplu spus, Vertex AI pune la dispozi\u021bie un set unificat de API-uri pentru ciclul de via\u021b\u0103 al machine learning sub o platform\u0103 de \u00eenv\u0103\u021bare automat\u0103 (ML) care v\u0103 permite s\u0103 antrena\u021bi \u0219i s\u0103 implementa\u021bi modele ML \u0219i aplica\u021bii AI.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img src=\"https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-1024x518.png\" alt=\"\" class=\"wp-image-115858\" width=\"770\" height=\"389\" srcset=\"https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-1024x518.png 1024w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-300x152.png 300w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-768x389.png 768w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-123x62.png 123w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-142x72.png 142w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-346x175.png 346w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-542x274.png 542w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-352x178.png 352w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10-26x13.png 26w, https:\/\/fotc.com\/app\/uploads\/2023\/05\/image-10.png 1067w\" sizes=\"(max-width: 770px) 100vw, 770px\" \/><\/figure><\/div>\n\n\n\n<h3>Beneficiile utiliz\u0103rii Vertex AI<\/h3>\n\n\n\n<p>Cele mai mari avantaje ale serviciului Vertex AI sunt:<\/p>\n\n\n\n<ul><li><strong>Construirea modelelor de \u00eenv\u0103\u021bare automat\u0103<\/strong> cu <a href=\"https:\/\/fotc.com\/blog\/generative-ai-what-is-capable-of-and-where-is-it-headed\/\" class=\"ek-link\">AI generativ<\/a><\/li><li><strong>Timp redus de \u00eenv\u0103\u021bare<\/strong> pentru o implementare mai rapid\u0103<\/li><li><strong>Gestionare mai simpl\u0103 a modelelor<\/strong><\/li><li><strong>Scalabilitate, performan\u021b\u0103, eficien\u021ba costurilor<\/strong><\/li><li>Integrare \u00een ecosistemul <a href=\"https:\/\/fotc.com\/ro\/google-cloud-platform\/\" class=\"ek-link\">Google Cloud<\/a><\/li><\/ul>\n\n\n\n<p>Vertex AI v\u0103 permite s\u0103 crea\u021bi modele AI generative, oferindu-v\u0103 acces la modele pre-antrenate printr-un API u\u0219or de utilizat \u00een Model Garden.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Introduction to Vertex AI Model Garden\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/I7UiSU96CLc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Pentru anali\u0219tii de date, utilizarea Vertex AI \u00eenseamn\u0103 accelerarea procesului de \u00eenv\u0103\u021bare, finisarea detaliilor \u0219i implementarea modelelor ML. Un timp de \u00eenv\u0103\u021bare mai scurt se traduce \u0219i \u00een costuri mai mici. Iar acest lucru este posibil datorit\u0103 unei infrastructuri optimizate de inteligen\u021b\u0103 artificial\u0103. F\u0103r\u0103 Vertex AI, \u00een special f\u0103r\u0103 instrumente precum <strong>Vertex AI Pipelines<\/strong> sau <strong>Vertex AI Feature Store<\/strong>, gestionarea modelelor ar fi o sarcin\u0103 complex\u0103 \u0219i care ar consuma mult timp. <\/p>\n\n\n\n<h2 id=\"h-fluxul-obi-nuit-de-lucru-n-machine-learning\">Fluxul obi\u0219nuit de lucru \u00een Machine Learning<\/h2>\n\n\n\n<p>\u00cenainte de a muta aten\u021bia c\u0103tre Vertex AI, haide\u021bi s\u0103 ne concentr\u0103m pe cum decurge \u00een mod obi\u0219nuit fluxul de lucru \u00een machine learning. Un ciclu obi\u0219nuit de management a datelor include ingerarea, stocarea, procesarea, analiza, vizualizarea, distribuirea \u0219i aplicarea acestora. <\/p>\n\n\n\n<p><strong>Dup\u0103 definirea sarcinii, primul lucru pe care \u00eel face\u021bi este s\u0103 ingera\u021bi datele, s\u0103 le analiza\u021bi \u0219i apoi s\u0103 le transforma\u021bi. Apoi, crea\u021bi \u0219i antrena\u021bi modelul. Ulterior, evalua\u021bi acel model pentru eficien\u021b\u0103 \u0219i optimizare. Apoi, \u00eel implementa\u021bi pentru a face predic\u021bii.<\/strong> Cu Vertex AI \u00eens\u0103, pute\u021bi ob\u021bine un workflow simplificat de \u00eenv\u0103\u021bare automat\u0103 gestionat dintr-o singur\u0103 platform\u0103 centralizat\u0103.<\/p>\n\n\n\n<h3>Prima etap\u0103: Preg\u0103tirea modelului<\/h3>\n\n\n\n<p><strong>Prima faz\u0103, cunoscut\u0103 \u0219i sub numele de faza preg\u0103titoare, include:<\/strong><\/p>\n\n\n\n<ul><li><strong>Achizi\u021bia de date;<\/strong><\/li><li><strong>Analiza datelor;<\/strong><\/li><li><strong>Transformarea datelor.<\/strong><\/li><\/ul>\n\n\n\n<p><strong>Seturile de date gestionate<\/strong> sunt utilizate pentru preg\u0103tirea corect\u0103 a datelor. Acestea ajut\u0103 la gestionarea datelor \u00eentr-o loca\u021bie centralizat\u0103, la crearea de etichete \u0219i seturi de adnot\u0103ri. Un alt beneficiu al utiliz\u0103rii seturilor de date gestionate este capacitatea de a compara performan\u021ba modelelor create folosind AutoML cu cele personalizate. Un alt beneficiu \u00eel reprezint\u0103 statisticile \u0219i vizualiz\u0103rile datelor, precum \u0219i \u00eemp\u0103r\u021birea automat\u0103 a datelor \u00een seturi de instruire, testare \u0219i validare.<\/p>\n\n\n\n<p>Vertex AI ofer\u0103 solu\u021bii AutoML pentru urm\u0103toarele tipuri de date \u0219i obiective de model:<\/p>\n\n\n\n<ul><li><strong>date sub form\u0103 deimagine<\/strong><\/li><li><strong>date tabulare<\/strong><\/li><li><strong>date sub form\u0103 de text<\/strong><\/li><li><strong>seturi de date video.<\/strong><\/li><\/ul>\n\n\n\n<p>Toate cele de mai sus, cu excep\u021bia seturilor de date tabulare, sunt transmise aplica\u021biei \u00een format JSON Lines. \u00cen cazul seturilor de date tabulare, Vertex furnizeaz\u0103 aplica\u021biei date \u00een format CSV.<\/p>\n\n\n\n<h3>A doua etap\u0103: Antrenarea modelului<\/h3>\n\n\n\n<p><strong>A doua faz\u0103 a unui workflow tipic de \u00eenv\u0103\u021bare automat\u0103 const\u0103 \u00een:<\/strong><\/p>\n\n\n\n<ul><li><strong>designul sau selectarea modelului,<\/strong><\/li><li><strong>antrenamentul modelului.<\/strong><\/li><\/ul>\n\n\n\n<p>\u00cen aceast\u0103 etap\u0103, trebuie s\u0103 alege\u021bi ce metod\u0103 utiliza\u021bi pentru a v\u0103 antrena modelul. Alege\u021bi AutoML dac\u0103 prioritiza\u021bi timpul, de exemplu, av\u00e2nd nevoie de prototipare rapid\u0103 a modelelor sau de verificarea noilor seturi de date.<\/p>\n\n\n\n<p>Cu toate acestea, uneori este recomandat\u0103 o abordare mai practic\u0103 \u00een formarea modelelor. De exemplu, dac\u0103 dori\u021bi ca modelul dvs. AI s\u0103 fac\u0103 cele mai bune recomand\u0103ri posibile clien\u021bilor din online, ar fi recomandat ca instruirea s\u0103 se fac\u0103 pe un set de date selectat special.<\/p>\n\n\n\n<p>De multe ori pute\u021bi ob\u021bine rezultate mai bune folosind un antrenament personalizat ca alternativ\u0103 la <strong>AutoML<\/strong>. Astfel, pute\u021bi optimiza aplica\u021bia pentru rezultatul dorit \u0219i pute\u021bi avea control asupra algoritmului pe tot parcursul acestui proces. <\/p>\n\n\n\n<p>O alt\u0103 abordare se refer\u0103 la utilizarea <a href=\"https:\/\/www.youtube.com\/watch?v=0RMT8uEplbM&amp;t=5s\" class=\"ek-link\">BigQuery ML<\/a>. \u00cen acest caz, folosind comenzi SQL, pute\u021bi crea rapid un model direct \u00een BigQuery, unde sunt stocate datele dvs., \u0219i \u00eel pute\u021bi utiliza ulterior pentru predic\u021bii pe \u00eentregul lot.<\/p>\n\n\n\n<p>Ce model de antrenament s\u0103 alege\u021bi? Tabelul de mai jos v\u0103 va ajuta s\u0103 alege\u021bi op\u021biunea potrivit\u0103 pentru compania \u0219i aplica\u021bia dvs:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>&nbsp;<\/td><td><strong>AutoML<\/strong><\/td><td><strong>Custom training<\/strong><\/td><td><strong>BigQuery ML<\/strong><\/td><\/tr><tr><td>Am nevoie de experien\u021b\u0103 \u00een analiza datelor?<\/td><td>Nu<\/td><td>Da<\/td><td>Nu<\/td><\/tr><tr><td>Am nevoie de abilit\u0103\u021bi de programare?<\/td><td>Nu<\/td><td>Da<\/td><td>Da, sunt necesare abilit\u0103\u021bi de programare SQL.<\/td><\/tr><tr><td>C\u00e2t de mult dureaz\u0103 antrenarea modelului?<\/td><td>Nu dureaz\u0103 mult<\/td><td>Dureaz\u0103 mai mult, din cauza preg\u0103tirii extinse a modelului<\/td><td>Nu dureaz\u0103 mult<\/td><\/tr><tr><td>Exist\u0103 limite \u00een definirea obiectivelor de \u00eenv\u0103\u021bare automat\u0103?<\/td><td>Da, trebuie s\u0103 alege\u021bi unul dintre obiectivele predefinite AutoML. <\/td><td>Nu<\/td><td>Da<\/td><\/tr><tr><td>Pot optimiza manual modelul?<\/td><td>Nu<\/td><td>Da<\/td><td>Nu<\/td><\/tr><tr><td>Pot controla mediul de antrenament?<\/td><td>Da, \u00eentr-o anumit\u0103 m\u0103sur\u0103. <\/td><td>Da<\/td><td>Nu\u00a0<\/td><\/tr><tr><td>Exist\u0103 limite pentru dimensiunea datelor?<\/td><td>Da<\/td><td>Nu, cu excep\u021bia seturile de date gestionate. <\/td><td>Da<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3>Etapa a treia: Evaluare \u0219i implementare<\/h3>\n\n\n\n<p><strong>A treia etap\u0103 cuprinde, la r\u00e2ndul ei, trei p\u0103r\u021bi:<\/strong><\/p>\n\n\n\n<ul><li>Evaluare;<\/li><li>Implementare;<\/li><li>Previziune.<\/li><\/ul>\n\n\n\n<p>Pentru a ne ajuta \u00een procesul de evaluare, Google ne ofer\u0103 <strong>Explainable AI<\/strong>. Acesta este un set de instrumente cadru care ne ajut\u0103 s\u0103 \u00een\u021belegem \u0219i s\u0103 interpret\u0103m mai bine predic\u021biile generate de modelele de \u00eenv\u0103\u021bare automat\u0103.<\/p>\n\n\n\n<p>Dac\u0103 sunte\u021bi mul\u021bumit de performan\u021ba noului modelului AI, urm\u0103torul pas este implementarea acestuia. Acest lucru se poate face fie <strong>prin consola Google Cloud<\/strong>, <strong>fie prin intermediul API-ului<\/strong>. Acesta este, de asemenea, punctul \u00een care \u00eencepe scalarea.<\/p>\n\n\n\n<p>Am putea deduce c\u0103 acesta este ultimul pas \u00een lucrul cu modelul AI. <strong>Cu toate acestea, scopul final este ob\u021binerea de predic\u021bii, care pot fi clasificate mai departe \u00een:<\/strong><\/p>\n\n\n\n<ul><li>Previziuni online:<\/li><li>Predic\u021bii de lot (batch).<\/li><\/ul>\n\n\n\n<p>Pentru <strong>predic\u021biile online<\/strong>, solicit\u0103rile sunt trimise sincron c\u0103tre punctul final al modelului. Sunt utile \u00een situa\u021biile \u00een care sunt necesare inferen\u021be rapide sau atunci c\u00e2nd r\u0103spundem la datele de intrare dintr-o aplica\u021bie.<\/p>\n\n\n\n<p>Pe de alt\u0103 parte, <strong>predic\u021biile batch<\/strong> sunt solicit\u0103ri asincrone care ne permit s\u0103 primim predic\u021bii direct de la model, f\u0103r\u0103 a-l implementa la un punct final. Sunt folosite \u00een situa\u021bii \u00een care nu sunt necesare r\u0103spunsuri imediate.<\/p>\n\n\n\n<h2>Care sunt companiile care folosesc Vertex AI?<\/h2>\n\n\n\n<p>Vertex AI, fiind un serviciu important pentru valorificarea capacit\u0103\u021bilor inteligen\u021bei artificiale \u0219i a \u00eenv\u0103\u021b\u0103rii automate, atrage interesul din aproape toate industriile importante, de la retail \u0219i finan\u021be \u0219i p\u00e2n\u0103 la sectorul de produc\u021bie \u0219i manufactur\u0103 sau chiar industria auto.<\/p>\n\n\n\n<p><strong>Wayfair<\/strong>, un produc\u0103tor american de mobilier \u0219i accesorii pentru cas\u0103, a m\u0103rit viteza de formare a modelelor de p\u00e2n\u0103 la zece ori prin utilizarea Vertex AI. Populara platform\u0103<strong> Etsy,<\/strong> care conecteaz\u0103 creatorii \u0219i artizanii de clien\u021bii online, a \u00eenjum\u0103t\u0103\u021bi timpul de crea\u021bie de la idee la Machine Learning.<\/p>\n\n\n\n<p>Companiile din sectorul comer\u021bului cu am\u0103nuntul, cum ar fi<strong> Lowe\u2019s<\/strong> \u0219i compania brazilian\u0103 <strong>Magalu<\/strong>, sunt capabile s\u0103-\u0219i determine mai bine nevoile de inventar prin valorificarea func\u021biilor disponibile \u00een Vertex AI.<\/p>\n\n\n\n<p>Pentru <strong>Seagate<\/strong>, un produc\u0103tor de HDD-uri, utilizarea modelelor create \u00een Vertex AI permite o mai bun\u0103 predic\u021bie a defec\u021biunilor de disc, <strong>modelele AutoML ating\u00e2nd o eficien\u021b\u0103 de p\u00e2n\u0103 la 98%.<\/strong> Filiala japonez\u0103 a <strong>Coca Cola (Coca Cola Bottlers Japan) <\/strong>urm\u0103re\u0219te datele de la 700.000 de automate folosind Vertex AI \u0219i BigQuery, permi\u021b\u00e2ndu-le s\u0103 prezic\u0103 cele mai profitabile plas\u0103ri de produse.<\/p>\n\n\n\n<p>R\u0103m\u00e2n\u00e2nd o clip\u0103 \u00een Japonia,<strong> Subaru<\/strong>, un produc\u0103tor de automobile japonez, folose\u0219te capacit\u0103\u021bile Vertex AI pentru a reduce num\u0103rul de accidente mortale \u00een care sunt implicate vehiculele acestuia. <\/p>\n\n\n<div class=\"bg-yellow banners mt-4 mb-4\">\r\n  <div class=\"container \">\r\n    <div class=\"row sw\">\r\n        <div class=\"col-md-7 sw col-12 mb-md-0\">\r\n        <span style=\"margin-bottom: 1rem;\r\n    font-weight: 500;margin-top: 25px;\r\n    line-height: 1.1;\r\n    font-size: 2rem; display: block; color:#fff\">Face\u021bi primii pa\u0219i \u00een cloud cu Vertex AI<\/span>\r\n        <\/div>\r\n        <div class=\"col-md-5 sw sww\">\r\n        <img style=\"margin-top:25px;\" src=\"\/app\/uploads\/2023\/02\/FOTC-LOGO-WWW-RGB-RED-2.png\">\r\n        <\/div>\r\n        <\/div>\r\n        <div class=\"row\">\r\n          <div class=\"col-md-7\"><p style=\"color:#fff\">Cum construi\u021bi, antrena\u021bi \u0219i implementa\u021bi modele ML? \u00centreba\u021bi exper\u021bii FOTC!<\/p><\/div>\r\n        <div class=\"col-md-5 col-12 text-cent-right\">\r\n        <a class=\"newbtn bannerbtn\" href=\"https:\/\/fotc.com\/ro\/contact\/\">Programa\u021bi o discu\u021bie!<\/a>\r\n        \r\n        <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/div>\n\n\n<h2>Prezentare general\u0103 a func\u021biilor Google Vertex AI<\/h2>\n\n\n\n<p>Men\u021bion\u00e2nd ce este Vertex AI \u0219i cum func\u021bioneaz\u0103, am enumerat deja c\u00e2teva dintre func\u021biile sale cheie. Mai jos, vom trece, pe scurt, prin alte c\u00e2teva func\u021bii \u0219i aplica\u021bii:<\/p>\n\n\n\n<h3>Vertex AI Model Garden<\/h3>\n\n\n\n<p>Disponibil \u00een Vertex AI, Model Garden este un depozit de modele create at\u00e2t de Google, c\u00e2t \u0219i de companiile partenere. Acesta v\u0103 poate ajuta s\u0103 g\u0103si\u021bi model ML potrivit pentru utiliz\u0103rile, expertiza \u0219i bugetul companiei voastre. <\/p>\n\n\n\n<h3>Vertex AI Generative AI Studio<\/h3>\n\n\n\n<p>Acest mediu gestionat faciliteaz\u0103 interac\u021biunea, ajustarea micilor detalii \u0219i implementarea modelelor \u00eentr-un mediu preg\u0103tit pentru produc\u021bie.<\/p>\n\n\n\n<h3>Auto ML<\/h3>\n\n\n\n<p>Un instrument care permite instruirea automat\u0103 a modelelor Google, permi\u021b\u00e2ndu-v\u0103 s\u0103 ob\u021bine\u021bi rezultate mai rapid.<\/p>\n\n\n\n<h3>Deep Learning VM Images<\/h3>\n\n\n\n<p>Crea\u021bi instan\u021be de imagine VM folosind cele mai populare cadre AI din instan\u021ba Compute Engine, f\u0103r\u0103 s\u0103 v\u0103 face\u021bi griji pentru compatibilitatea software-ului.<\/p>\n\n\n\n<h3>Vertex AI Workbench<\/h3>\n\n\n\n<p>Este o infrastructur\u0103 de calcul complet gestionat\u0103 \u0219i scalabil\u0103, bazat\u0103 pe platforma Jupyter. Ofer\u0103 un mediu securizat, izolat, \u00een care anali\u0219tii de date pot efectua toate opera\u021biunile de \u00eenv\u0103\u021bare automat\u0103, de la experimente, monitoriz\u0103ri \u0219i p\u00e2n\u0103 la implement\u0103ri.<\/p>\n\n\n\n<h2>Care sunt multiplele utiliz\u0103ri Vertex AI \u00een workflow-ul unei companii? <\/h2>\n\n\n\n<p>Ca platform\u0103 all-in-one, Vertex AI este o alegere bun\u0103 pentru companiile care doresc s\u0103:<\/p>\n\n\n\n<ul><li>Produc\u0103 workflow-uri de \u00eenv\u0103\u021bare automat\u0103;<\/li><li>Consolideze instrumentele ML \u0219i AI \u00eentr-o singur\u0103 platform\u0103;<\/li><li>Dezvolte sisteme AI gestionate \u00een \u00eentregime de infrastructur\u0103;<\/li><li>\u00ce\u0219i doresc s\u0103 \u00ee\u0219i extind\u0103 investi\u021bia curent\u0103 \u00een serviciile Google Cloud;<\/li><li>Utilizezi API-uri preconfigurate pentru a accelera dezvoltarea \u0219i implementarea \u00een companie;<\/li><li>Evolueze utilizarea AI de-a lungul timpului de la preconfigurare la personalizare complet\u0103.<\/li><\/ul>\n\n\n\n<p>Datorit\u0103 flexibilit\u0103\u021bii \u0219i ofertelor complete de instrumente AI \/ ML, Vertex AI este o alegere bun\u0103 pentru majoritatea afacerilor \u0219i cazurilor de utilizare. Dac\u0103 dori\u021bi s\u0103 afla\u021bi mai multe despre profitabilitatea Vertex AI \u00een compania dvs, <a href=\"https:\/\/fotc.com\/ro\/contact\/\" class=\"ek-link\">contacta\u021bi echipa de v\u00e2nz\u0103ri \u0219i inginerii cloud FOTC<\/a>, companie Premium Partner Google \u00een Rom\u00e2nia. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Indiferent de serviciile pe care compania dvs. le ofer\u0103 ast\u0103zi, este esen\u021bial s\u0103 utiliza\u021bi datele pe care le de\u021bine\u021bi pentru a face previziuni, astfel \u00eenc\u00e2t s\u0103 pute\u021bi \u00eembun\u0103t\u0103\u021bi aplica\u021bia \u0219i \u00eentreaga experien\u021b\u0103 oferit\u0103 utilizatorului. \u00cens\u0103 majoritatea echipelor se afl\u0103 la niveluri diferite de expertiz\u0103 \u00een \u00eenv\u0103\u021barea automat\u0103, variind de la \u00eencep\u0103tori \u0219i p\u00e2n\u0103 la exper\u021bi&#8230;.<\/p>\n","protected":false},"author":19,"featured_media":118097,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":6,"_editorskit_typography_data":[],"_editorskit_blocks_typography":"","_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}"},"categories":[562,565],"tags":[1048,962,1047],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v16.7 (Yoast SEO v19.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC<\/title>\n<meta name=\"description\" content=\"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC\" \/>\n<meta property=\"og:description\" content=\"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"FOTC\" \/>\n<meta property=\"article:published_time\" content=\"2023-06-28T12:24:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-28T13:14:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/fotc.com\/app\/uploads\/2023\/06\/BLOG_GCP_RO-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Laura Paraschiv\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC\" \/>\n<meta name=\"twitter:description\" content=\"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/\",\"url\":\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/\",\"name\":\"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC\",\"isPartOf\":{\"@id\":\"https:\/\/fotc.com\/#website\"},\"datePublished\":\"2023-06-28T12:24:25+00:00\",\"dateModified\":\"2023-06-28T13:14:49+00:00\",\"author\":{\"@id\":\"https:\/\/fotc.com\/#\/schema\/person\/e3a6b214e5a3311a79985b4c3dd137fd\"},\"description\":\"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.\",\"breadcrumb\":{\"@id\":\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/#breadcrumb\"},\"inLanguage\":\"ro-RO\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"RO\",\"item\":\"https:\/\/fotc.com\/ro\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Google Workspace\",\"item\":\"https:\/\/fotc.com\/pl\/blog\/category\/google-workspace-pl\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Vertex AI, o solu\u021bie end-to-end pentru construirea \u0219i implementarea modelelor de \u00eenv\u0103\u021bare automat\u0103\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fotc.com\/#website\",\"url\":\"https:\/\/fotc.com\/\",\"name\":\"FOTC\",\"description\":\"Partner Google Cloud\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fotc.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"ro-RO\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/fotc.com\/#\/schema\/person\/e3a6b214e5a3311a79985b4c3dd137fd\",\"name\":\"Laura Paraschiv\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ro-RO\",\"@id\":\"https:\/\/fotc.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/cba586d4f1373c8f4c7a30c466e1a6a0?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/cba586d4f1373c8f4c7a30c466e1a6a0?s=96&d=mm&r=g\",\"caption\":\"Laura Paraschiv\"},\"description\":\"Laura Paraschiv are peste 5 ani de activitate ca jurnalist \u0219i al\u021bi 5 ani experien\u021b\u0103 de content writer \u0219i marketer. Nu are nicio problem\u0103 \u00een a scrie pentru orice public sau industrie, dar mai mereu se b\u00e2lb\u00e2ie c\u00e2nd trebuie s\u0103 scrie despre sine.\",\"sameAs\":[\"https:\/\/ro.linkedin.com\/in\/laura-teodora-paraschiv\"],\"knowsAbout\":[\"Google Workspace\",\"Google Cloud\"],\"jobTitle\":\"Content Manager\",\"url\":\"https:\/\/fotc.com\/ro\/blog\/author\/laura-paraschiv\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC","description":"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.","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:\/\/fotc.com\/ro\/blog\/vertex-ai\/","og_locale":"ro_RO","og_type":"article","og_title":"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC","og_description":"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.","og_url":"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/","og_site_name":"FOTC","article_published_time":"2023-06-28T12:24:25+00:00","article_modified_time":"2023-06-28T13:14:49+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/fotc.com\/app\/uploads\/2023\/06\/BLOG_GCP_RO-1.png","type":"image\/png"}],"author":"Laura Paraschiv","twitter_card":"summary_large_image","twitter_title":"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC","twitter_description":"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/","url":"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/","name":"Vertex AI, primii pa\u0219i pentru implementarea MLOps | FOTC","isPartOf":{"@id":"https:\/\/fotc.com\/#website"},"datePublished":"2023-06-28T12:24:25+00:00","dateModified":"2023-06-28T13:14:49+00:00","author":{"@id":"https:\/\/fotc.com\/#\/schema\/person\/e3a6b214e5a3311a79985b4c3dd137fd"},"description":"Vertex AI este o platform\u0103 umbrel\u0103 pentru instrumentele Google AI. Descoperi\u021bi toate func\u021biile sale \u0219i un ghid despre cum s\u0103 le utiliza\u021bi.","breadcrumb":{"@id":"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/#breadcrumb"},"inLanguage":"ro-RO","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fotc.com\/ro\/blog\/vertex-ai\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fotc.com\/ro\/blog\/vertex-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"RO","item":"https:\/\/fotc.com\/ro\/"},{"@type":"ListItem","position":2,"name":"Google Workspace","item":"https:\/\/fotc.com\/pl\/blog\/category\/google-workspace-pl\/"},{"@type":"ListItem","position":3,"name":"Vertex AI, o solu\u021bie end-to-end pentru construirea \u0219i implementarea modelelor de \u00eenv\u0103\u021bare automat\u0103"}]},{"@type":"WebSite","@id":"https:\/\/fotc.com\/#website","url":"https:\/\/fotc.com\/","name":"FOTC","description":"Partner Google Cloud","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fotc.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"ro-RO"},{"@type":"Person","@id":"https:\/\/fotc.com\/#\/schema\/person\/e3a6b214e5a3311a79985b4c3dd137fd","name":"Laura Paraschiv","image":{"@type":"ImageObject","inLanguage":"ro-RO","@id":"https:\/\/fotc.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/cba586d4f1373c8f4c7a30c466e1a6a0?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/cba586d4f1373c8f4c7a30c466e1a6a0?s=96&d=mm&r=g","caption":"Laura Paraschiv"},"description":"Laura Paraschiv are peste 5 ani de activitate ca jurnalist \u0219i al\u021bi 5 ani experien\u021b\u0103 de content writer \u0219i marketer. Nu are nicio problem\u0103 \u00een a scrie pentru orice public sau industrie, dar mai mereu se b\u00e2lb\u00e2ie c\u00e2nd trebuie s\u0103 scrie despre sine.","sameAs":["https:\/\/ro.linkedin.com\/in\/laura-teodora-paraschiv"],"knowsAbout":["Google Workspace","Google Cloud"],"jobTitle":"Content Manager","url":"https:\/\/fotc.com\/ro\/blog\/author\/laura-paraschiv\/"}]}},"_links":{"self":[{"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/posts\/118095"}],"collection":[{"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/comments?post=118095"}],"version-history":[{"count":0,"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/posts\/118095\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/media\/118097"}],"wp:attachment":[{"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/media?parent=118095"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/categories?post=118095"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fotc.com\/ro\/wp-json\/wp\/v2\/tags?post=118095"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}