{"id":21434,"date":"2025-06-17T08:00:01","date_gmt":"2025-06-17T01:00:01","guid":{"rendered":"https:\/\/vbee.vn\/blog\/?p=21434"},"modified":"2025-12-27T19:35:04","modified_gmt":"2025-12-27T12:35:04","slug":"cong-nghe-nen-tang-cua-ai","status":"publish","type":"post","link":"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/","title":{"rendered":"Kh\u00e1m ph\u00e1 3 c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng c\u1ee7a AI: D\u1eef li\u1ec7u l\u1edbn, \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 Thu\u1eadt to\u00e1n AI"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\"><div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung ch\u00ednh<\/p><span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#1_Du_lieu_lon_Big_Data\" >1. D\u1eef li\u1ec7u l\u1edbn (Big Data)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#11_Dinh_nghia_du_lieu_lon\" >1.1. \u0110\u1ecbnh ngh\u0129a d\u1eef li\u1ec7u l\u1edbn<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#12_Cac_dac_trung_chinh\" >1.2. C\u00e1c \u0111\u1eb7c tr\u01b0ng ch\u00ednh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#13_Moi_quan_he_giua_Big_Data_va_AI\" >1.3. M\u1ed1i quan h\u1ec7 gi\u1eefa Big Data v\u00e0 AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#14_Ung_dung_thuc_te_cua_Big_Data_trong_AI\" >1.4. \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a Big Data trong AI<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#141_Phan_tich_hanh_vi_khach_hang\" >1.4.1. Ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#142_Phan_tich_tai_chinh\" >1.4.2. Ph\u00e2n t\u00edch t\u00e0i ch\u00ednh<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#2_Dien_toan_dam_may_Cloud_Computing\" >2. \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#21_Dinh_nghia_dien_toan_dam_may\" >2.1. \u0110\u1ecbnh ngh\u0129a \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#22_Cac_mo_hinh_trien_khai\" >2.2. C\u00e1c m\u00f4 h\u00ecnh tri\u1ec3n khai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#23_Moi_quan_he_giua_Dien_toan_dam_may_va_AI\" >2.3. M\u1ed1i quan h\u1ec7 gi\u1eefa \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#24_Ung_dung_thuc_te_cua_Dien_toan_dam_may_Cloud_Computing_trong_AI\" >2.4. \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing) trong AI<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#241_Huan_luyen_mo_hinh_hoc_may_Machine_Learning\" >2.4.1. Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (Machine Learning)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#242_Dich_vu_AI_san_co_AI_as_a_Service_%E2%80%93_AIaaS\" >2.4.2. D\u1ecbch v\u1ee5 AI s\u1eb5n c\u00f3 (AI as a Service &#8211; AIaaS)<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#3_Thuat_toan_AI\" >3. Thu\u1eadt to\u00e1n AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#31_Dinh_nghia_thuat_toan_AI\" >3.1. \u0110\u1ecbnh ngh\u0129a thu\u1eadt to\u00e1n AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#32_Cac_thuat_toan_chinh\" >3.2. C\u00e1c thu\u1eadt to\u00e1n ch\u00ednh<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#321_Hoc_co_giam_sat_Supervised_Learning\" >3.2.1. H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised Learning)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#322_Hoc_khong_giam_sat_Unsupervised_Learning\" >3.2.2. H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (Unsupervised Learning)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#323_Hoc_tang_cuong_Reinforcement_Learning\" >3.2.3. H\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement Learning)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#33_Moi_quan_he_giua_thuat_toan_va_AI\" >3.3. M\u1ed1i quan h\u1ec7 gi\u1eefa thu\u1eadt to\u00e1n v\u00e0 AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#34Ung_dung_thuc_te_cua_thuat_toan_trong_AI\" >3.4.\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a thu\u1eadt to\u00e1n trong AI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#4_Mot_so_cau_hoi_thuong_gap_ve_cong_nghe_nen_tang_cua_AI\" >4. M\u1ed9t s\u1ed1 c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng c\u1ee7a AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#41_Ba_cong_nghe_nen_tang_chinh_cua_AI_la_gi\" >4.1 Ba c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng ch\u00ednh c\u1ee7a AI l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#42_Tai_sao_Big_Data_lai_quan_trong_doi_voi_AI\" >4.2 T\u1ea1i sao Big Data l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi AI?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#43_Dien_toan_dam_may_ho_tro_AI_nhu_the_nao\" >4.3 \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y h\u1ed7 tr\u1ee3 AI nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#44_Co_nhung_loai_thuat_toan_AI_nao_chinh\" >4.4 C\u00f3 nh\u1eefng lo\u1ea1i thu\u1eadt to\u00e1n AI n\u00e0o ch\u00ednh?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/vbee.vn\/blog\/ai\/cong-nghe-nen-tang-cua-ai\/#45_Nhung_ung_dung_thuc_te_nao_cho_thay_su_ket_hop_cua_ba_cong_nghe_nen_tang_nay\" >4.5 Nh\u1eefng \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf n\u00e0o cho th\u1ea5y s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a ba c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng n\u00e0y?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div><p><b>\u0110\u1ec3 AI ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u00e0 mang l\u1ea1i gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n c\u1ea7n d\u1ef1a v\u00e0o nh\u1eefng c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng m\u1ea1nh m\u1ebd, bao g\u1ed3m: D\u1eef li\u1ec7u l\u1edbn (Big Data), \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing) v\u00e0 Thu\u1eadt to\u00e1n AI. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u chi ti\u1ebft v\u1ec1 t\u1eebng c\u00f4ng ngh\u1ec7 n\u00e0y trong b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y.<\/b><\/p><p style=\"text-align: center;\"><p><iframe style=\"position: relative; top: 0px; border: none;\" title=\"H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng\" src=\"https:\/\/vbee.vn\/demo\" width=\"100%\" height=\"320\"><\/iframe><\/p><h2><span class=\"ez-toc-section\" id=\"1_Du_lieu_lon_Big_Data\"><\/span>1. D\u1eef li\u1ec7u l\u1edbn (Big Data)<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"11_Dinh_nghia_du_lieu_lon\"><\/span>1.1. \u0110\u1ecbnh ngh\u0129a d\u1eef li\u1ec7u l\u1edbn<span class=\"ez-toc-section-end\"><\/span><\/h3><p>D\u1eef li\u1ec7u l\u1edbn l\u00e0 thu\u1eadt ng\u1eef d\u00f9ng \u0111\u1ec3 ch\u1ec9 c\u00e1c t\u1eadp h\u1ee3p d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, \u0111a d\u1ea1ng v\u00e0 ph\u1ee9c t\u1ea1p, m\u00e0 c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng kh\u00f4ng th\u1ec3 x\u1eed l\u00fd \u0111\u01b0\u1ee3c. D\u1eef li\u1ec7u n\u00e0y \u0111\u1ebfn t\u1eeb c\u00e1c ngu\u1ed3n nh\u01b0 giao d\u1ecbch tr\u1ef1c tuy\u1ebfn, thi\u1ebft b\u1ecb IoT, hay ho\u1ea1t \u0111\u1ed9ng m\u1ea1ng x\u00e3 h\u1ed9i.<\/p><figure id=\"attachment_21440\" aria-describedby=\"caption-attachment-21440\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21440\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-du-lieu-lon.webp\" alt=\"\u0110\u1ecbnh ngh\u0129a d\u1eef li\u1ec7u l\u1edbn\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-du-lieu-lon.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-du-lieu-lon-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-du-lieu-lon-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21440\" class=\"wp-caption-text\">D\u1eef li\u1ec7u l\u1edbn l\u00e0 thu\u1eadt ng\u1eef d\u00f9ng \u0111\u1ec3 ch\u1ec9 c\u00e1c t\u1eadp h\u1ee3p d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, \u0111a d\u1ea1ng v\u00e0 ph\u1ee9c t\u1ea1p.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"12_Cac_dac_trung_chinh\"><\/span>1.2. C\u00e1c \u0111\u1eb7c tr\u01b0ng ch\u00ednh<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Big Data \u0111\u01b0\u1ee3c \u0111\u1eb7c tr\u01b0ng b\u1edfi 5 kh\u00eda c\u1ea1nh ch\u00ednh, th\u01b0\u1eddng g\u1ecdi l\u00e0 5V:<\/p><ul><li>Volume (Dung l\u01b0\u1ee3ng): Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, th\u01b0\u1eddng \u0111o b\u1eb1ng terabyte, petabyte ho\u1eb7c h\u01a1n.<\/li><li>Variety (\u0110a d\u1ea1ng): D\u1eef li\u1ec7u \u0111\u1ebfn t\u1eeb nhi\u1ec1u ngu\u1ed3n v\u00e0 \u1edf nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau, t\u1eeb v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video \u0111\u1ebfn c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c.\u00a0<\/li><li>Velocity (T\u1ed1c \u0111\u1ed9): D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 c\u1ea7n x\u1eed l\u00fd v\u1edbi t\u1ed1c \u0111\u1ed9 nhanh ch\u00f3ng, g\u1ea7n nh\u01b0 theo th\u1eddi gian th\u1ef1c, ch\u1eb3ng h\u1ea1n d\u1eef li\u1ec7u giao d\u1ecbch tr\u1ef1c tuy\u1ebfn ho\u1eb7c c\u1ea3m bi\u1ebfn IoT.<\/li><li>Veracity (T\u00ednh x\u00e1c th\u1ef1c): D\u1eef li\u1ec7u c\u1ea7n ph\u1ea3i \u0111\u00e1ng tin c\u1eady, lo\u1ea1i b\u1ecf c\u00e1c y\u1ebfu t\u1ed1 sai l\u1ec7ch ho\u1eb7c kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 \u0111\u1ec3 \u0111\u01b0a ra k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c.<\/li><li>Value (Gi\u00e1 tr\u1ecb): D\u1eef li\u1ec7u ch\u1ec9 h\u1eefu \u00edch khi \u0111\u01b0\u1ee3c x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch \u0111\u1ec3 t\u1ea1o ra gi\u00e1 tr\u1ecb cho doanh nghi\u1ec7p ho\u1eb7c t\u1ed5 ch\u1ee9c.<\/li><\/ul><figure id=\"attachment_21436\" aria-describedby=\"caption-attachment-21436\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21436\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-dac-trung-chinh-cua-du-lieu-lon.webp\" alt=\"C\u00e1c \u0111\u1eb7c tr\u01b0ng ch\u00ednh c\u1ee7a Big Data\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-dac-trung-chinh-cua-du-lieu-lon.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-dac-trung-chinh-cua-du-lieu-lon-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-dac-trung-chinh-cua-du-lieu-lon-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21436\" class=\"wp-caption-text\">5 \u0111\u1eb7c tr\u01b0ng ch\u00ednh c\u1ee7a Big Data.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"13_Moi_quan_he_giua_Big_Data_va_AI\"><\/span>1.3. M\u1ed1i quan h\u1ec7 gi\u1eefa Big Data v\u00e0 AI<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Big Data v\u00e0 <a href=\"https:\/\/vbee.vn\/blog\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI<\/a> l\u00e0 hai c\u00f4ng ngh\u1ec7 c\u00f3 m\u1ed1i quan h\u1ec7 m\u1eadt thi\u1ebft v\u1edbi nhau. Big Data cung c\u1ea5p cho AI ngu\u1ed3n d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft \u0111\u1ec3 h\u1ecdc h\u1ecfi v\u00e0 ph\u00e1t tri\u1ec3n, c\u00f2n AI gi\u00fap ch\u00fang ta khai th\u00e1c t\u1ed1i \u0111a gi\u00e1 tr\u1ecb c\u1ee7a Big Data. C\u00e0ng c\u00f3 nhi\u1ec1u d\u1eef li\u1ec7u, AI c\u00e0ng h\u1ecdc \u0111\u01b0\u1ee3c nhi\u1ec1u \u0111i\u1ec1u, t\u1eeb \u0111\u00f3 tr\u1edf n\u00ean th\u00f4ng minh v\u00e0 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh ch\u00ednh x\u00e1c h\u01a1n.<\/p><figure id=\"attachment_21445\" aria-describedby=\"caption-attachment-21445\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21445\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-big-data-va-AI.webp\" alt=\"M\u1ed1i quan h\u1ec7 gi\u1eefa Big Data v\u00e0 AI\n\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-big-data-va-AI.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-big-data-va-AI-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-big-data-va-AI-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21445\" class=\"wp-caption-text\">Big Data v\u00e0 AI l\u00e0 hai c\u00f4ng ngh\u1ec7 c\u00f3 m\u1ed1i quan h\u1ec7 m\u1eadt thi\u1ebft v\u1edbi nhau.<\/figcaption><\/figure><ul><li>Big Data l\u00e0 n\u1ec1n t\u1ea3ng cho AI &#8211; d\u1eef li\u1ec7u l\u00e0 nhi\u00ean li\u1ec7u: Big Data cung c\u1ea5p cho AI m\u1ed9t kho t\u00e0ng kh\u1ed5ng l\u1ed3 c\u00e1c th\u00f4ng tin \u0111\u1ec3 AI h\u1ecdc v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra nh\u1eefng d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c. C\u00e0ng c\u00f3 nhi\u1ec1u \u0111i\u1ec3m d\u1eef li\u1ec7u, d\u1eef li\u1ec7u c\u00e0ng nhi\u1ec1u chi\u1ec1u v\u00e0 c\u00e0ng chi ti\u1ebft, AI c\u00e0ng hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 c\u00e1c quy lu\u1eadt v\u00e0 xu h\u01b0\u1edbng \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng \u0111\u00e1nh gi\u00e1 mang t\u00ednh chi\u1ec1u s\u00e2u h\u01a1n.\u00a0<\/li><li>AI l\u00e0 c\u00f4ng c\u1ee5 \u0111\u1eafc l\u1ef1c cho Big Data: Big Data th\u01b0\u1eddng r\u1ea5t l\u1edbn v\u00e0 ph\u1ee9c t\u1ea1p, v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u1ee7a con ng\u01b0\u1eddi. Ch\u00ednh v\u00ec v\u1eady, AI v\u1edbi c\u00e1c thu\u1eadt to\u00e1n <a href=\"https:\/\/vbee.vn\/blog\/ai\/machine-learning\/\">h\u1ecdc m\u00e1y<\/a> (Machine Learning) c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u1eed l\u00fd, ph\u00e2n t\u00edch v\u00e0 t\u00ecm ra nh\u1eefng th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 n\u00e0y. H\u01a1n n\u1eefa, AI c\u0169ng c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n ra nh\u1eefng m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p gi\u1eefa c\u00e1c d\u1eef li\u1ec7u m\u00e0 con ng\u01b0\u1eddi kh\u00f3 c\u00f3 th\u1ec3 nh\u1eadn th\u1ea5y.\u00a0<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"14_Ung_dung_thuc_te_cua_Big_Data_trong_AI\"><\/span>1.4. \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a Big Data trong AI<span class=\"ez-toc-section-end\"><\/span><\/h3><h4><span class=\"ez-toc-section\" id=\"141_Phan_tich_hanh_vi_khach_hang\"><\/span>1.4.1. Ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng<span class=\"ez-toc-section-end\"><\/span><\/h4><p>Big Data v\u00e0 AI k\u1ebft h\u1ee3p \u0111\u1ec3 ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng nh\u1eb1m d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u, t\u1ed1i \u01b0u h\u00f3a tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a v\u00e0 c\u1ea3i thi\u1ec7n chi\u1ebfn l\u01b0\u1ee3c kinh doanh. C\u1ee5 th\u1ec3, Big Data cung c\u1ea5p m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111a d\u1ea1ng v\u1ec1 kh\u00e1ch h\u00e0ng, bao g\u1ed3m: d\u1eef li\u1ec7u v\u1ec1 h\u00e0nh vi tr\u1ef1c tuy\u1ebfn (l\u1ecbch s\u1eed t\u00ecm ki\u1ebfm, l\u01b0\u1ee3t click, l\u1ecbch s\u1eed mua h\u00e0ng), d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u00e1c tr\u00ean m\u1ea1ng x\u00e3 h\u1ed9i, d\u1eef li\u1ec7u nh\u00e2n kh\u1ea9u h\u1ecdc (tu\u1ed5i, gi\u1edbi t\u00ednh, \u0111\u1ecba \u0111i\u1ec3m).<\/p><p>Sau \u0111\u00f3, AI s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y (Machine Learning) v\u00e0 <a href=\"https:\/\/vbee.vn\/blog\/ai\/deep-learning\/\">h\u1ecdc s\u00e2u (Deep Learning)<\/a> \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c d\u1eef li\u1ec7u n\u00e0y: t\u00ecm ra c\u00e1c m\u1eabu, xu h\u01b0\u1edbng v\u00e0 m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p gi\u1eefa ch\u00fang. Th\u00f4ng qua \u0111\u00f3, AI gi\u00fap doanh nghi\u1ec7p hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng \u0111\u1ec3 \u0111\u01b0a ra nh\u1eefng quy\u1ebft \u0111\u1ecbnh kinh doanh hi\u1ec7u qu\u1ea3 h\u01a1n.<\/p><p>V\u00ed d\u1ee5, Netflix thu th\u1eadp c\u00e1c d\u1eef li\u1ec7u v\u1ec1 l\u1ecbch s\u1eed xem phim, th\u1eddi gian xem, n\u1ed9i dung m\u00e0 ng\u01b0\u1eddi d\u00f9ng th\u00edch ho\u1eb7c b\u1ecf qua, x\u1ebfp h\u1ea1ng \u0111\u00e1nh gi\u00e1,&#8230; K\u1ebf ti\u1ebfp, AI c\u1ee7a Netflix s\u1ebd g\u1ee3i \u00fd c\u00e1c b\u1ed9 phim v\u00e0 ch\u01b0\u01a1ng tr\u00ecnh truy\u1ec1n h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi s\u1edf th\u00edch c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. \u0110i\u1ec1u n\u00e0y gi\u00fap gia t\u0103ng \u0111\u00e1ng k\u1ec3 t\u1ef7 l\u1ec7 gi\u1eef ch\u00e2n kh\u00e1ch h\u00e0ng.\u00a0<\/p><figure id=\"attachment_21435\" aria-describedby=\"caption-attachment-21435\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21435\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Big-data-phan-tich-hanh-vi-khach-hang.webp\" alt=\"Big Data trong ph\u00e2n t\u00edch h\u00e0nh vi kh\u00e1ch h\u00e0ng\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Big-data-phan-tich-hanh-vi-khach-hang.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Big-data-phan-tich-hanh-vi-khach-hang-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Big-data-phan-tich-hanh-vi-khach-hang-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21435\" class=\"wp-caption-text\">C\u00e1ch Netflix ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t b\u1ed9 phim ph\u00f9 h\u1ee3p.<\/figcaption><\/figure><h4><span class=\"ez-toc-section\" id=\"142_Phan_tich_tai_chinh\"><\/span>1.4.2. Ph\u00e2n t\u00edch t\u00e0i ch\u00ednh<span class=\"ez-toc-section-end\"><\/span><\/h4><p>Big Data v\u00e0 AI \u0111ang thay \u0111\u1ed5i c\u00e1ch th\u1ee9c qu\u1ea3n l\u00fd r\u1ee7i ro, ph\u00e1t hi\u1ec7n gian l\u1eadn v\u00e0 t\u1ed1i \u01b0u h\u00f3a d\u1ecbch v\u1ee5 t\u00e0i ch\u00ednh.<\/p><ul><li>Ph\u00e2n t\u00edch l\u1ecbch s\u1eed giao d\u1ecbch: Big Data thu th\u1eadp h\u00e0ng t\u1ef7 giao d\u1ecbch t\u00e0i ch\u00ednh t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau nh\u01b0: th\u1ebb t\u00edn d\u1ee5ng, v\u00ed \u0111i\u1ec7n t\u1eed, giao d\u1ecbch ng\u00e2n h\u00e0ng tr\u1ef1c tuy\u1ebfn. M\u1ed7i giao d\u1ecbch \u0111\u01b0\u1ee3c ghi nh\u1eadn chi ti\u1ebft, t\u1eeb lo\u1ea1i h\u00e0ng h\u00f3a, \u0111\u1ecba \u0111i\u1ec3m giao d\u1ecbch \u0111\u1ebfn th\u1eddi gian th\u1ef1c hi\u1ec7n. D\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0 ph\u00e2n t\u00edch \u0111\u1ec3 t\u1ea1o ra m\u1ed9t h\u1ed3 s\u01a1 giao d\u1ecbch c\u00e1 nh\u00e2n cho m\u1ed7i kh\u00e1ch h\u00e0ng.<\/li><li>Ph\u00e2n t\u00edch m\u00f4 h\u00ecnh h\u00e0nh vi: AI s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh v\u1ec1 h\u00e0nh vi ti\u00eau d\u00f9ng b\u00ecnh th\u01b0\u1eddng c\u1ee7a t\u1eebng kh\u00e1ch h\u00e0ng. M\u00f4 h\u00ecnh n\u00e0y s\u1ebd x\u00e1c \u0111\u1ecbnh nh\u1eefng giao d\u1ecbch n\u1eb1m ngo\u00e0i khu\u00f4n kh\u1ed5 h\u00e0nh vi th\u01b0\u1eddng ng\u00e0y. C\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 gi\u00e1 tr\u1ecb giao d\u1ecbch b\u1ea5t th\u01b0\u1eddng, \u0111\u1ecba \u0111i\u1ec3m giao d\u1ecbch xa l\u1ea1, th\u1eddi gian giao d\u1ecbch kh\u00f4ng h\u1ee3p l\u00fd, hay c\u00e1c h\u00e0nh vi \u0111\u0103ng nh\u1eadp b\u1ea5t th\u01b0\u1eddng \u0111\u1ec1u \u0111\u01b0\u1ee3c h\u1ec7 th\u1ed1ng AI ph\u00e1t hi\u1ec7n.<\/li><li>Ph\u00e1t hi\u1ec7n gian l\u1eadn th\u1eddi gian th\u1ef1c: Khi c\u00f3 m\u1ed9t giao d\u1ecbch nghi v\u1ea5n, h\u1ec7 th\u1ed1ng s\u1ebd ngay l\u1eadp t\u1ee9c g\u1eedi c\u1ea3nh b\u00e1o \u0111\u1ebfn nh\u00e2n vi\u00ean ho\u1eb7c t\u1ef1 \u0111\u1ed9ng kh\u00f3a t\u00e0i kho\u1ea3n. Vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c gi\u00fap ng\u0103n ch\u1eb7n thi\u1ec7t h\u1ea1i t\u00e0i ch\u00ednh m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/li><\/ul><p>V\u00ed d\u1ee5, khi ng\u01b0\u1eddi d\u00f9ng th\u1ef1c hi\u1ec7n h\u00e0nh vi thanh to\u00e1n, c\u00e1c h\u1ec7 th\u1ed1ng c\u1ee7a Visa v\u00e0 MasterCard s\u1ebd ph\u00e2n t\u00edch ngay l\u1eadp t\u1ee9c \u0111\u1ecba ch\u1ec9 IP, th\u1eddi gian v\u00e0 \u0111\u1ecba \u0111i\u1ec3m c\u1ee7a giao d\u1ecbch. Ngay khi h\u1ec7 th\u1ed1ng AI ph\u00e1t hi\u1ec7n s\u1ef1 kh\u00f4ng kh\u1edbp, ch\u1eb3ng h\u1ea1n nh\u01b0 giao d\u1ecbch \u1edf hai qu\u1ed1c gia kh\u00e1c nhau trong v\u00f2ng 1 gi\u1edd th\u00ec s\u1ebd g\u1eedi c\u1ea3nh b\u00e1o v\u00e0 ch\u1eb7n ngay c\u00e1c giao d\u1ecbch \u0111\u00e1ng ng\u1edd n\u00e0y l\u1ea1i.<\/p><h2><span class=\"ez-toc-section\" id=\"2_Dien_toan_dam_may_Cloud_Computing\"><\/span>2. \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing)<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"21_Dinh_nghia_dien_toan_dam_may\"><\/span>2.1. \u0110\u1ecbnh ngh\u0129a \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<span class=\"ez-toc-section-end\"><\/span><\/h3><p>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 t\u00ednh to\u00e1n qua Internet, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp v\u00e0 s\u1eed d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean m\u00e1y t\u00ednh nh\u01b0: m\u00e1y ch\u1ee7, l\u01b0u tr\u1eef, c\u01a1 s\u1edf d\u1eef li\u1ec7u, m\u1ea1ng, ph\u1ea7n m\u1ec1m,&#8230; Thay v\u00ec ph\u1ea3i \u0111\u1ea7u t\u01b0 v\u00e0o h\u1ea1 t\u1ea7ng ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m ri\u00eang, ng\u01b0\u1eddi d\u00f9ng s\u1ebd tr\u1ea3 ph\u00ed theo m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 n\u00e0y.\u00a0<\/p><figure id=\"attachment_21439\" aria-describedby=\"caption-attachment-21439\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21439\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-dien-toan-dam-may.webp\" alt=\"\u0110\u1ecbnh ngh\u0129a \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-dien-toan-dam-may.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-dien-toan-dam-may-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-dien-toan-dam-may-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21439\" class=\"wp-caption-text\">\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 t\u00ednh to\u00e1n qua Internet.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"22_Cac_mo_hinh_trien_khai\"><\/span>2.2. C\u00e1c m\u00f4 h\u00ecnh tri\u1ec3n khai<span class=\"ez-toc-section-end\"><\/span><\/h3><p>C\u00f3 ba m\u00f4 h\u00ecnh tri\u1ec3n khai \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y ch\u00ednh:<\/p><ul><li>Public cloud: \u0110\u00e2y l\u00e0 m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn nh\u1ea5t, trong \u0111\u00f3 c\u00e1c d\u1ecbch v\u1ee5 \u0111i\u1ec7n to\u00e1n \u0111\u01b0\u1ee3c cung c\u1ea5p qua Internet cho b\u1ea5t k\u1ef3 ai c\u00f3 th\u1ec3 truy c\u1eadp. C\u00e1c nh\u00e0 cung c\u1ea5p l\u1edbn nh\u01b0 AWS, Google Cloud v\u00e0 Azure cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 public cloud.<\/li><li>Private cloud: M\u00f4 h\u00ecnh n\u00e0y d\u00e0nh ri\u00eang cho m\u1ed9t t\u1ed5 ch\u1ee9c ho\u1eb7c m\u1ed9t nh\u00f3m t\u1ed5 ch\u1ee9c nh\u1ea5t \u0111\u1ecbnh. C\u00e1c d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c cung c\u1ea5p tr\u00ean m\u1ed9t h\u1ea1 t\u1ea7ng ri\u00eang, \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u1edfi ch\u00ednh t\u1ed5 ch\u1ee9c \u0111\u00f3 ho\u1eb7c m\u1ed9t nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 th\u1ee9 ba.<\/li><li>Hybrid cloud: L\u00e0 s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa public cloud v\u00e0 private cloud, cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng c\u1ea3 hai m\u00f4 h\u00ecnh \u0111\u1ec3 t\u1eadn d\u1ee5ng \u01b0u \u0111i\u1ec3m c\u1ee7a m\u1ed7i lo\u1ea1i.<\/li><\/ul><figure id=\"attachment_21437\" aria-describedby=\"caption-attachment-21437\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21437\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-mo-hinh-trien-khai-dien-toan-dam-may.webp\" alt=\"C\u00e1c m\u00f4 h\u00ecnh tri\u1ec3n khai \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-mo-hinh-trien-khai-dien-toan-dam-may.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-mo-hinh-trien-khai-dien-toan-dam-may-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Cac-mo-hinh-trien-khai-dien-toan-dam-may-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21437\" class=\"wp-caption-text\">3 m\u00f4 h\u00ecnh tri\u1ec3n khai \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y ch\u00ednh.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"23_Moi_quan_he_giua_Dien_toan_dam_may_va_AI\"><\/span>2.3. M\u1ed1i quan h\u1ec7 gi\u1eefa \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 AI<span class=\"ez-toc-section-end\"><\/span><\/h3><p>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng AI hi\u1ec7n \u0111\u1ea1i.<\/p><ul><li>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t: \u0110\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI l\u1edbn, c\u1ea7n m\u1ed9t l\u01b0\u1ee3ng l\u1edbn t\u00e0i nguy\u00ean t\u00ednh to\u00e1n nh\u01b0: CPU, GPU v\u00e0 b\u1ed9 nh\u1edb. Vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ri\u00eang \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u n\u00e0y s\u1ebd r\u1ea5t t\u1ed1n k\u00e9m. Tuy nhi\u00ean, v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 t\u1eeb c\u00e1c nh\u00e0 cung c\u1ea5p Cloud nh\u01b0: AWS, Google Cloud, ho\u1eb7c Microsoft Azure, doanh nghi\u1ec7p c\u00f3 th\u1ec3 thu\u00ea t\u00e0i nguy\u00ean n\u00e0y m\u1ed9t c\u00e1ch linh ho\u1ea1t v\u00e0 ch\u1ec9 tr\u1ea3 ph\u00ed cho l\u01b0\u1ee3ng t\u00e0i nguy\u00ean \u0111\u00e3 s\u1eed d\u1ee5ng. \u0110i\u1ec1u n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch khi c\u1ea7n x\u1eed l\u00fd c\u00e1c d\u1ef1 \u00e1n AI l\u1edbn ho\u1eb7c c\u00e1c b\u00e0i to\u00e1n c\u00f3 t\u00ednh ch\u1ea5t t\u1ea1m th\u1eddi.<\/li><li>Kh\u1ea3 n\u0103ng l\u01b0u tr\u1eef v\u00e0 truy xu\u1ea5t d\u1eef li\u1ec7u nhanh ch\u00f3ng: C\u00e1c h\u1ec7 th\u1ed1ng AI c\u1ea7n truy c\u1eadp v\u00e0o c\u00e1c kho d\u1eef li\u1ec7u l\u1edbn (Big Data) \u0111\u1ec3 h\u1ecdc h\u1ecfi v\u00e0 ph\u00e1t tri\u1ec3n. C\u00e1c n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u nh\u01b0 AWS S3, Google Cloud Storage, ho\u1eb7c Azure Blob Storage kh\u00f4ng ch\u1ec9 cung c\u1ea5p kh\u00f4ng gian l\u01b0u tr\u1eef kh\u1ed5ng l\u1ed3 m\u00e0 c\u00f2n \u0111\u1ea3m b\u1ea3o vi\u1ec7c truy xu\u1ea5t v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng, t\u1eeb \u0111\u00f3 h\u1ed7 tr\u1ee3 t\u1ed1t cho c\u00e1c h\u1ec7 th\u1ed1ng AI.<\/li><li>Gi\u1ea3m chi ph\u00ed c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng: Thay v\u00ec ph\u1ea3i \u0111\u1ea7u t\u01b0 v\u00e0o h\u1ec7 th\u1ed1ng ph\u1ea7n c\u1ee9ng ri\u00eang, doanh nghi\u1ec7p ch\u1ec9 c\u1ea7n thanh to\u00e1n theo m\u00f4 h\u00ecnh &#8220;Pay-as-you-go,&#8221; t\u1ee9c tr\u1ea3 ph\u00ed d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng. \u0110i\u1ec1u n\u00e0y gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng chi ph\u00ed ban \u0111\u1ea7u, \u0111\u1ed3ng th\u1eddi v\u1eabn c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c c\u00e1c c\u00f4ng ngh\u1ec7 hi\u1ec7n \u0111\u1ea1i nh\u1ea5t.<\/li><\/ul><figure id=\"attachment_21446\" aria-describedby=\"caption-attachment-21446\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21446\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-dien-toan-dam-may-va-AI.webp\" alt=\"M\u1ed1i quan h\u1ec7 gi\u1eefa \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u00e0 AI\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-dien-toan-dam-may-va-AI.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-dien-toan-dam-may-va-AI-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Moi-quan-he-giua-dien-toan-dam-may-va-AI-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21446\" class=\"wp-caption-text\">\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t trong vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng AI hi\u1ec7n \u0111\u1ea1i.<\/figcaption><\/figure><p>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y kh\u00f4ng ch\u1ec9 h\u1ed7 tr\u1ee3 AI m\u00e0 c\u00f2n s\u1eed d\u1ee5ng AI \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a v\u1eadn h\u00e0nh. C\u00e1c nh\u00e0 cung c\u1ea5p Cloud l\u1edbn nh\u01b0 AWS v\u00e0 Azure \u0111\u00e3 t\u00edch h\u1ee3p AI v\u00e0o ch\u00ednh c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a m\u00ecnh, gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh ph\u00e2n b\u1ed5 t\u00e0i nguy\u00ean, t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u1eadn h\u00e0nh.<\/p><p>Nh\u01b0 v\u1eady, Cloud Computing v\u00e0 AI t\u1ea1o n\u00ean m\u1ed9t m\u1ed1i quan h\u1ec7 t\u01b0\u01a1ng h\u1ed7: Cloud cung c\u1ea5p n\u1ec1n t\u1ea3ng v\u00e0 t\u00e0i nguy\u00ean c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai AI, trong khi AI l\u1ea1i gi\u00fap c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c d\u1ecbch v\u1ee5 Cloud.<\/p><h3><span class=\"ez-toc-section\" id=\"24_Ung_dung_thuc_te_cua_Dien_toan_dam_may_Cloud_Computing_trong_AI\"><\/span>2.4. \u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing) trong AI<span class=\"ez-toc-section-end\"><\/span><\/h3><h4><span class=\"ez-toc-section\" id=\"241_Huan_luyen_mo_hinh_hoc_may_Machine_Learning\"><\/span>2.4.1. Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y (Machine Learning)<span class=\"ez-toc-section-end\"><\/span><\/h4><p>C\u00e1c n\u1ec1n t\u1ea3ng Cloud nh\u01b0: AWS SageMaker, Google Vertex AI, v\u00e0 Azure Machine Learning kh\u00f4ng ch\u1ec9 cung c\u1ea5p m\u00f4i tr\u01b0\u1eddng hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh m\u1ea1nh m\u1ebd m\u00e0 c\u00f2n gi\u00fap t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed. Ch\u1eb3ng h\u1ea1n, Google Vertex AI cho ph\u00e9p t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh hu\u1ea5n luy\u1ec7n, t\u1eeb x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ebfn t\u1ed1i \u01b0u h\u00f3a m\u00f4 h\u00ecnh, gi\u00fap gi\u1ea3m thi\u1ec3u th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c m\u00e0 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea3i b\u1ecf ra.<\/p><h4><span class=\"ez-toc-section\" id=\"242_Dich_vu_AI_san_co_AI_as_a_Service_%E2%80%93_AIaaS\"><\/span>2.4.2. D\u1ecbch v\u1ee5 AI s\u1eb5n c\u00f3 (AI as a Service &#8211; AIaaS)<span class=\"ez-toc-section-end\"><\/span><\/h4><p>\u0110\u00e2y l\u00e0 c\u00e1c d\u1ecbch v\u1ee5 AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n v\u00e0 cung c\u1ea5p qua c\u00e1c n\u1ec1n t\u1ea3ng Cloud, cho ph\u00e9p doanh nghi\u1ec7p nhanh ch\u00f3ng tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p AI m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i ph\u00e1t tri\u1ec3n t\u1eeb \u0111\u1ea7u. V\u00ed d\u1ee5, Google Cloud AI cung c\u1ea5p c\u00e1c <a href=\"https:\/\/vbee.vn\/blog\/chia-se\/api-la-gi\/\">API<\/a> nh\u01b0: Cloud Vision API (ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh) hay Cloud Speech-to-Text (chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n). C\u00e1c d\u1ecbch v\u1ee5 n\u00e0y gi\u00fap c\u00e1c doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 ngu\u1ed3n l\u1ef1c, \u0111\u1ed3ng th\u1eddi t\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c c\u00f4ng ngh\u1ec7 AI hi\u1ec7n \u0111\u1ea1i m\u00e0 kh\u00f4ng \u0111\u00f2i h\u1ecfi chuy\u00ean m\u00f4n cao.<\/p><figure id=\"attachment_21438\" aria-describedby=\"caption-attachment-21438\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21438\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dich-vu-AI-san-co.webp\" alt=\"D\u1ecbch v\u1ee5 AI s\u1eb5n c\u00f3 (AI as a Service - AIaaS)\n\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dich-vu-AI-san-co.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dich-vu-AI-san-co-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dich-vu-AI-san-co-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21438\" class=\"wp-caption-text\">Google Cloud Speech-to-Text &#8211; c\u00f4ng c\u1ee5 chuy\u1ec3n \u0111\u1ed5i gi\u1ecdng n\u00f3i th\u00e0nh v\u0103n b\u1ea3n.<\/figcaption><\/figure><h2><span class=\"ez-toc-section\" id=\"3_Thuat_toan_AI\"><\/span>3. Thu\u1eadt to\u00e1n AI<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"31_Dinh_nghia_thuat_toan_AI\"><\/span>3.1. \u0110\u1ecbnh ngh\u0129a thu\u1eadt to\u00e1n AI<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Thu\u1eadt to\u00e1n AI l\u00e0 t\u1eadp h\u1ee3p c\u00e1c quy t\u1eafc ho\u1eb7c h\u01b0\u1edbng d\u1eabn \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n nh\u1eb1m gi\u1ea3i quy\u1ebft m\u1ed9t b\u00e0i to\u00e1n ho\u1eb7c \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh. N\u00f3i c\u00e1ch kh\u00e1c, thu\u1eadt to\u00e1n ho\u1ea1t \u0111\u1ed9ng nh\u01b0 m\u1ed9t c\u00f4ng c\u1ee5 d\u1eabn d\u1eaft h\u1ec7 th\u1ed1ng AI trong vi\u1ec7c h\u1ecdc t\u1eeb d\u1eef li\u1ec7u, ph\u00e2n t\u00edch th\u00f4ng tin v\u00e0 \u0111\u01b0a ra k\u1ebft qu\u1ea3.<\/p><figure id=\"attachment_21441\" aria-describedby=\"caption-attachment-21441\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21441\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-thuat-toan-AI.webp\" alt=\"\u0110\u1ecbnh ngh\u0129a thu\u1eadt to\u00e1n AI\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-thuat-toan-AI.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-thuat-toan-AI-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Dinh-nghia-thuat-toan-AI-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21441\" class=\"wp-caption-text\">Thu\u1eadt to\u00e1n AI l\u00e0 t\u1eadp h\u1ee3p c\u00e1c quy t\u1eafc ho\u1eb7c h\u01b0\u1edbng d\u1eabn \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n.<\/figcaption><\/figure><h3><span class=\"ez-toc-section\" id=\"32_Cac_thuat_toan_chinh\"><\/span>3.2. C\u00e1c thu\u1eadt to\u00e1n ch\u00ednh<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Thu\u1eadt to\u00e1n AI \u0111\u01b0\u1ee3c chia th\u00e0nh ba lo\u1ea1i ch\u00ednh, m\u1ed7i lo\u1ea1i ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng m\u1ee5c \u0111\u00edch v\u00e0 ph\u01b0\u01a1ng th\u1ee9c h\u1ecdc kh\u00e1c nhau: H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised learning), H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (Unsupervised learning) v\u00e0 H\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement learning).<\/p><h4><span class=\"ez-toc-section\" id=\"321_Hoc_co_giam_sat_Supervised_Learning\"><\/span>3.2.1. H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised Learning)<span class=\"ez-toc-section-end\"><\/span><\/h4><p>H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t l\u00e0 ph\u01b0\u01a1ng ph\u00e1p m\u00e0 h\u1ec7 th\u1ed1ng AI \u0111\u01b0\u1ee3c cung c\u1ea5p m\u1ed9t t\u1eadp d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o c\u00f9ng v\u1edbi c\u00e1c nh\u00e3n t\u01b0\u01a1ng \u1ee9ng \u0111\u1ec3 h\u1ecdc c\u00e1ch d\u1ef1 \u0111o\u00e1n ho\u1eb7c ph\u00e2n lo\u1ea1i.<\/p><figure id=\"attachment_21442\" aria-describedby=\"caption-attachment-21442\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21442\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-co-giam-sat-Supervised-Learning-1.webp\" alt=\"H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised Learning)\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-co-giam-sat-Supervised-Learning-1.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-co-giam-sat-Supervised-Learning-1-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-co-giam-sat-Supervised-Learning-1-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21442\" class=\"wp-caption-text\">Ph\u01b0\u01a1ng ph\u00e1p H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised Learning).<\/figcaption><\/figure><ul><li>Decision Tree (C\u00e2y quy\u1ebft \u0111\u1ecbnh): \u0110\u00e2y l\u00e0 thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i d\u1eef li\u1ec7u th\u00e0nh c\u00e1c nh\u00e1nh d\u1ef1a tr\u00ean c\u00e1c thu\u1ed9c t\u00ednh c\u1ee7a d\u1eef li\u1ec7u, gi\u00fap AI \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh m\u1ed9t c\u00e1ch tr\u1ef1c quan v\u00e0 d\u1ec5 hi\u1ec3u.<\/li><li>Random Forest (R\u1eebng ng\u1eabu nhi\u00ean): Thu\u1eadt to\u00e1n n\u00e0y l\u00e0 s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a nhi\u1ec1u c\u00e2y quy\u1ebft \u0111\u1ecbnh \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro d\u1ef1 \u0111o\u00e1n sai.<\/li><li>Linear Regression (H\u1ed3i quy tuy\u1ebfn t\u00ednh): \u0110\u00e2y l\u00e0 thu\u1eadt to\u00e1n d\u1ef1a tr\u00ean m\u1ed1i quan h\u1ec7 tuy\u1ebfn t\u00ednh gi\u1eefa c\u00e1c bi\u1ebfn, gi\u00fap d\u1ef1 \u0111o\u00e1n gi\u00e1 tr\u1ecb li\u00ean t\u1ee5c, ch\u1eb3ng h\u1ea1n nh\u01b0 d\u1ef1 \u0111o\u00e1n gi\u00e1 nh\u00e0 ho\u1eb7c doanh s\u1ed1 b\u00e1n h\u00e0ng.<\/li><\/ul><h4><span class=\"ez-toc-section\" id=\"322_Hoc_khong_giam_sat_Unsupervised_Learning\"><\/span>3.2.2. H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (Unsupervised Learning)<span class=\"ez-toc-section-end\"><\/span><\/h4><p>H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t kh\u00f4ng y\u00eau c\u1ea7u d\u1eef li\u1ec7u c\u00f3 nh\u00e3n. Thay v\u00e0o \u0111\u00f3, h\u1ec7 th\u1ed1ng t\u1ef1 t\u00ecm ki\u1ebfm c\u00e1c m\u1eabu v\u00e0 c\u1ea5u tr\u00fac trong d\u1eef li\u1ec7u.<\/p><figure id=\"attachment_21443\" aria-describedby=\"caption-attachment-21443\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21443\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-khong-giam-sat-Unsupervised-Learning-1.webp\" alt=\"H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (Unsupervised Learning)\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-khong-giam-sat-Unsupervised-Learning-1.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-khong-giam-sat-Unsupervised-Learning-1-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-khong-giam-sat-Unsupervised-Learning-1-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21443\" class=\"wp-caption-text\">Ph\u01b0\u01a1ng ph\u00e1p H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (Unsupervised Learning).<\/figcaption><\/figure><ul><li>K-means Clustering (Ph\u00e2n c\u1ee5m K-means): Thu\u1eadt to\u00e1n n\u00e0y ph\u00e2n chia d\u1eef li\u1ec7u th\u00e0nh c\u00e1c c\u1ee5m d\u1ef1a tr\u00ean s\u1ef1 t\u01b0\u01a1ng \u0111\u1ed3ng gi\u1eefa c\u00e1c \u0111i\u1ec3m d\u1eef li\u1ec7u. N\u00f3 th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng.<\/li><li>Gaussian Mixture Model (M\u00f4 h\u00ecnh h\u1ed7n h\u1ee3p Gaussian): Thu\u1eadt to\u00e1n n\u00e0y l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p th\u1ed1ng k\u00ea \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c nh\u00f3m d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 ph\u00e2n ph\u1ed1i ch\u00fang theo nhi\u1ec1u c\u1ee5m Gaussian.<\/li><\/ul><h4><span class=\"ez-toc-section\" id=\"323_Hoc_tang_cuong_Reinforcement_Learning\"><\/span>3.2.3. H\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement Learning)<span class=\"ez-toc-section-end\"><\/span><\/h4><p>H\u1ecdc t\u0103ng c\u01b0\u1eddng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p m\u00e0 h\u1ec7 th\u1ed1ng h\u1ecdc qua vi\u1ec7c t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng v\u00e0 nh\u1eadn \u0111\u01b0\u1ee3c ph\u1ea3n h\u1ed3i t\u1eeb c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u1ee7a m\u00ecnh.<\/p><figure id=\"attachment_21444\" aria-describedby=\"caption-attachment-21444\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21444\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-tang-cuong-Reinforcement-Learning-1.webp\" alt=\"H\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement Learning)\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-tang-cuong-Reinforcement-Learning-1.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-tang-cuong-Reinforcement-Learning-1-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Hoc-tang-cuong-Reinforcement-Learning-1-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21444\" class=\"wp-caption-text\">Ph\u01b0\u01a1ng ph\u00e1p H\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement Learning).<\/figcaption><\/figure><ul><li>Q-Learning: Thu\u1eadt to\u00e1n n\u00e0y d\u1ef1a tr\u00ean vi\u1ec7c \u0111\u00e1nh gi\u00e1 gi\u00e1 tr\u1ecb c\u1ee7a m\u1ed7i h\u00e0nh \u0111\u1ed9ng t\u1ea1i t\u1eebng tr\u1ea1ng th\u00e1i \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a h\u00e0nh vi.<\/li><li>Policy Gradient Methods: Thu\u1eadt to\u00e1n n\u00e0y t\u1ed1i \u01b0u h\u00f3a tr\u1ef1c ti\u1ebfp ch\u00ednh s\u00e1ch h\u00e0nh \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng AI, gi\u00fap h\u1ecdc nhanh h\u01a1n trong c\u00e1c m\u00f4i tr\u01b0\u1eddng ph\u1ee9c t\u1ea1p.<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"33_Moi_quan_he_giua_thuat_toan_va_AI\"><\/span>3.3. M\u1ed1i quan h\u1ec7 gi\u1eefa thu\u1eadt to\u00e1n v\u00e0 AI<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Thu\u1eadt to\u00e1n \u0111\u00f3ng vai tr\u00f2 c\u1ed1t l\u00f5i trong vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c h\u1ec7 th\u1ed1ng AI, \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng \u1ee9ng d\u1ee5ng c\u1ee7a ch\u00fang.<\/p><ul><li>Quy\u1ebft \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a m\u00f4 h\u00ecnh AI: M\u1ed9t thu\u1eadt to\u00e1n t\u1ed1t gi\u00fap AI h\u1ecdc h\u1ecfi ch\u00ednh x\u00e1c h\u01a1n t\u1eeb d\u1eef li\u1ec7u, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c d\u1ef1 \u0111o\u00e1n v\u00e0 ph\u00e2n t\u00edch v\u1edbi \u0111\u1ed9 tin c\u1eady cao. Ch\u1eb3ng h\u1ea1n, thu\u1eadt to\u00e1n h\u1ecdc c\u00f3 gi\u00e1m s\u00e1t nh\u01b0 Random Forest gi\u00fap h\u1ec7 th\u1ed1ng AI ph\u00e2n lo\u1ea1i ch\u00ednh x\u00e1c c\u00e1c m\u1eabu ph\u1ee9c t\u1ea1p.<\/li><li>T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t c\u1ee7a AI: C\u00e1c thu\u1eadt to\u00e1n nh\u01b0 thu\u1eadt to\u00e1n lan truy\u1ec1n ng\u01b0\u1ee3c (Backpropagation) trong m\u1ea1ng th\u1ea7n kinh nh\u00e2n t\u1ea1o gi\u00fap h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tr\u1ecdng s\u1ed1, t\u1eeb \u0111\u00f3 gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 hu\u1ea5n luy\u1ec7n.<\/li><li>T\u0103ng kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng h\u00f3a: C\u00e1c thu\u1eadt to\u00e1n nh\u01b0 h\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement Learning) cho ph\u00e9p AI h\u1ecdc c\u00e1ch ra quy\u1ebft \u0111\u1ecbnh trong c\u00e1c t\u00ecnh hu\u1ed1ng thay \u0111\u1ed5i li\u00ean t\u1ee5c, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ec7 th\u1ed1ng <a href=\"https:\/\/vbee.vn\/blog\/nvidia\/nvidia-drive\/\">xe t\u1ef1 l\u00e1i<\/a> ho\u1eb7c robot th\u00f4ng minh.<\/li><li>Ph\u00e2n lo\u1ea1i v\u00e0 nh\u1eadn di\u1ec7n m\u1eabu: Nh\u1edd c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y, AI c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu \u1ea9n trong d\u1eef li\u1ec7u, h\u1ed7 tr\u1ee3 c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 ph\u00e2n \u0111o\u1ea1n kh\u00e1ch h\u00e0ng ho\u1eb7c ph\u00e1t hi\u1ec7n giao d\u1ecbch gian l\u1eadn.<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"34Ung_dung_thuc_te_cua_thuat_toan_trong_AI\"><\/span>3.4.\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a thu\u1eadt to\u00e1n trong AI<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Thu\u1eadt to\u00e1n AI \u0111\u00e3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c, mang l\u1ea1i gi\u00e1 tr\u1ecb to l\u1edbn cho \u0111\u1eddi s\u1ed1ng v\u00e0 kinh t\u1ebf.<\/p><ul><li><a href=\"https:\/\/vbee.vn\/blog\/chuyen-van-ban-thanh-giong-noi\/linh-vuc\/y-te\/\">Y t\u1ebf<\/a>: c\u00e1c thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i v\u00e0 h\u1ed3i quy \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh. V\u00ed d\u1ee5, c\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh X-quang ho\u1eb7c MRI \u0111\u1ec3 ph\u00e1t hi\u1ec7n ung th\u01b0 v\u00e0 c\u00e1c b\u1ea5t th\u01b0\u1eddng kh\u00e1c m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c.<\/li><li>T\u00e0i ch\u00ednh: c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n c\u00e1c giao d\u1ecbch gian l\u1eadn. C\u00e1c h\u1ec7 th\u1ed1ng ng\u00e2n h\u00e0ng s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n n\u00e0y \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng nh\u1eadn di\u1ec7n c\u00e1c h\u00e0nh vi b\u1ea5t th\u01b0\u1eddng trong giao d\u1ecbch v\u00e0 ng\u0103n ch\u1eb7n r\u1ee7i ro.<\/li><li><a href=\"https:\/\/vbee.vn\/blog\/usecase\/xu-huong-thuong-mai-dien-tu\/\">Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed<\/a>: c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Amazon, Shopee, Lazada s\u1eed d\u1ee5ng thu\u1eadt to\u00e1n ph\u00e2n c\u1ee5m \u0111\u1ec3 ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng v\u00e0 c\u00e1 nh\u00e2n h\u00f3a tr\u1ea3i nghi\u1ec7m mua s\u1eafm. Ch\u1eb3ng h\u1ea1n, h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t s\u1ea3n ph\u1ea9m d\u1ef1a tr\u00ean h\u00e0nh vi mua s\u1eafm c\u1ee7a t\u1eebng kh\u00e1ch h\u00e0ng.<\/li><li>Xe t\u1ef1 l\u00e1i: c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc t\u0103ng c\u01b0\u1eddng nh\u01b0 Reinforcement Learning gi\u00fap h\u1ec7 th\u1ed1ng h\u1ecdc c\u00e1ch l\u00e1i xe trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf. Tesla, m\u1ed9t trong nh\u1eefng c\u00f4ng ty d\u1eabn \u0111\u1ea7u v\u1ec1 c\u00f4ng ngh\u1ec7 xe t\u1ef1 l\u00e1i, \u0111\u00e3 \u1ee9ng d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n n\u00e0y \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n m\u00f4i tr\u01b0\u1eddng v\u00e0 ra quy\u1ebft \u0111\u1ecbnh trong th\u1eddi gian th\u1ef1c.<\/li><\/ul><figure id=\"attachment_21447\" aria-describedby=\"caption-attachment-21447\" style=\"width: 768px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-21447\" src=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Ung-dung-thuc-te-cua-thuat-toan-trong-AI.webp\" alt=\"\u1ee8ng d\u1ee5ng th\u1ef1c t\u1ebf c\u1ee7a thu\u1eadt to\u00e1n trong AI\" width=\"768\" height=\"512\" title=\"\" srcset=\"https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Ung-dung-thuc-te-cua-thuat-toan-trong-AI.webp 900w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Ung-dung-thuc-te-cua-thuat-toan-trong-AI-300x200.webp 300w, https:\/\/vbee.vn\/blog\/wp-content\/uploads\/2024\/12\/Ung-dung-thuc-te-cua-thuat-toan-trong-AI-768x512.webp 768w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption id=\"caption-attachment-21447\" class=\"wp-caption-text\">\u1ee8ng d\u1ee5ng c\u1ee7a thu\u1eadt to\u00e1n AI trong xe t\u1ef1 l\u00e1i.<\/figcaption><\/figure><h2><span class=\"ez-toc-section\" id=\"4_Mot_so_cau_hoi_thuong_gap_ve_cong_nghe_nen_tang_cua_AI\"><\/span>4. M\u1ed9t s\u1ed1 c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng c\u1ee7a AI<span class=\"ez-toc-section-end\"><\/span><\/h2><h3><span class=\"ez-toc-section\" id=\"41_Ba_cong_nghe_nen_tang_chinh_cua_AI_la_gi\"><\/span>4.1 Ba c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng ch\u00ednh c\u1ee7a AI l\u00e0 g\u00ec?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Ba c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng ch\u00ednh c\u1ee7a AI bao g\u1ed3m:<\/p><ul><li>D\u1eef li\u1ec7u l\u1edbn (Big Data): Cung c\u1ea5p ngu\u1ed3n d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 AI h\u1ecdc h\u1ecfi v\u00e0 ph\u00e1t tri\u1ec3n.<\/li><li>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing): Cung c\u1ea5p t\u00e0i nguy\u00ean t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t.<\/li><li>Thu\u1eadt to\u00e1n AI: L\u00e0 t\u1eadp h\u1ee3p c\u00e1c quy t\u1eafc gi\u00fap m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n vi\u1ec7c h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh.<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"42_Tai_sao_Big_Data_lai_quan_trong_doi_voi_AI\"><\/span>4.2 T\u1ea1i sao Big Data l\u1ea1i quan tr\u1ecdng \u0111\u1ed1i v\u1edbi AI?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>Big Data \u0111\u00f3ng vai tr\u00f2 nh\u01b0 &#8220;nhi\u00ean li\u1ec7u&#8221; cho AI v\u00ec:<\/p><ul><li>Cung c\u1ea5p kho t\u00e0ng th\u00f4ng tin kh\u1ed5ng l\u1ed3 \u0111\u1ec3 AI h\u1ecdc v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p.<\/li><li>C\u00e0ng c\u00f3 nhi\u1ec1u d\u1eef li\u1ec7u chi ti\u1ebft v\u00e0 \u0111a chi\u1ec1u, AI c\u00e0ng hi\u1ec3u r\u00f5 c\u00e1c quy lu\u1eadt v\u00e0 xu h\u01b0\u1edbng<\/li><li>Gi\u00fap AI \u0111\u01b0a ra nh\u1eefng d\u1ef1 \u0111o\u00e1n v\u00e0 \u0111\u00e1nh gi\u00e1 ch\u00ednh x\u00e1c h\u01a1n.<\/li><li>Ng\u01b0\u1ee3c l\u1ea1i, AI c\u0169ng gi\u00fap khai th\u00e1c t\u1ed1i \u0111a gi\u00e1 tr\u1ecb t\u1eeb Big Data b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch v\u00e0 t\u00ecm ra nh\u1eefng m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p m\u00e0 con ng\u01b0\u1eddi kh\u00f3 nh\u1eadn th\u1ea5y.<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"43_Dien_toan_dam_may_ho_tro_AI_nhu_the_nao\"><\/span>4.3 \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y h\u1ed7 tr\u1ee3 AI nh\u01b0 th\u1ebf n\u00e0o?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y h\u1ed7 tr\u1ee3 AI th\u00f4ng qua:<\/p><ul><li>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t: Cung c\u1ea5p t\u00e0i nguy\u00ean t\u00ednh to\u00e1n (CPU, GPU, b\u1ed9 nh\u1edb) c\u1ea7n thi\u1ebft \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI l\u1edbn.<\/li><li>L\u01b0u tr\u1eef v\u00e0 truy xu\u1ea5t d\u1eef li\u1ec7u nhanh: C\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 AWS S3, Google Cloud Storage gi\u00fap x\u1eed l\u00fd Big Data hi\u1ec7u qu\u1ea3.<\/li><li>Gi\u1ea3m chi ph\u00ed: M\u00f4 h\u00ecnh &#8220;Pay-as-you-go&#8221; gi\u00fap doanh nghi\u1ec7p ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u1ea7u t\u01b0 h\u1ea1 t\u1ea7ng.<\/li><li>D\u1ecbch v\u1ee5 AI s\u1eb5n c\u00f3 (AIaaS): Cung c\u1ea5p c\u00e1c API AI nh\u01b0 Cloud Vision, Speech-to-Text \u0111\u1ec3 doanh nghi\u1ec7p tri\u1ec3n khai nhanh ch\u00f3ng.<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"44_Co_nhung_loai_thuat_toan_AI_nao_chinh\"><\/span>4.4 C\u00f3 nh\u1eefng lo\u1ea1i thu\u1eadt to\u00e1n AI n\u00e0o ch\u00ednh?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>C\u00f3 ba lo\u1ea1i thu\u1eadt to\u00e1n AI ch\u00ednh:<\/p><ul><li>H\u1ecdc c\u00f3 gi\u00e1m s\u00e1t (Supervised Learning): S\u1eed d\u1ee5ng d\u1eef li\u1ec7u c\u00f3 nh\u00e3n \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ho\u1eb7c ph\u00e2n lo\u1ea1i. V\u00ed d\u1ee5: Decision Tree, Random Forest, Linear Regression.<\/li><li>H\u1ecdc kh\u00f4ng gi\u00e1m s\u00e1t (Unsupervised Learning): T\u1ef1 t\u00ecm ki\u1ebfm m\u1eabu trong d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 nh\u00e3n. V\u00ed d\u1ee5: K-means Clustering, Gaussian Mixture Model.<\/li><li>H\u1ecdc t\u0103ng c\u01b0\u1eddng (Reinforcement Learning): H\u1ecdc th\u00f4ng qua t\u01b0\u01a1ng t\u00e1c v\u1edbi m\u00f4i tr\u01b0\u1eddng v\u00e0 nh\u1eadn ph\u1ea3n h\u1ed3i. V\u00ed d\u1ee5: Q-Learning, Policy Gradient Methods.<\/li><\/ul><h3><span class=\"ez-toc-section\" id=\"45_Nhung_ung_dung_thuc_te_nao_cho_thay_su_ket_hop_cua_ba_cong_nghe_nen_tang_nay\"><\/span>4.5 Nh\u1eefng \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf n\u00e0o cho th\u1ea5y s\u1ef1 k\u1ebft h\u1ee3p c\u1ee7a ba c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng n\u00e0y?<span class=\"ez-toc-section-end\"><\/span><\/h3><p>M\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf \u0111i\u1ec3n h\u00ecnh:<\/p><ul><li>Netflix: S\u1eed d\u1ee5ng Big Data (l\u1ecbch s\u1eed xem phim, \u0111\u00e1nh gi\u00e1) + AI (thu\u1eadt to\u00e1n g\u1ee3i \u00fd) + Cloud \u0111\u1ec3 c\u00e1 nh\u00e2n h\u00f3a n\u1ed9i dung.<\/li><li>Ng\u00e2n h\u00e0ng s\u1ed1: K\u1ebft h\u1ee3p Big Data (l\u1ecbch s\u1eed giao d\u1ecbch) + AI (ph\u00e1t hi\u1ec7n gian l\u1eadn) + Cloud (x\u1eed l\u00fd th\u1eddi gian th\u1ef1c) \u0111\u1ec3 b\u1ea3o m\u1eadt t\u00e0i kho\u1ea3n.<\/li><li>Y t\u1ebf: Big Data (h\u00ecnh \u1ea3nh X-quang, MRI) + AI (thu\u1eadt to\u00e1n ph\u00e2n lo\u1ea1i) + Cloud (l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd) \u0111\u1ec3 ch\u1ea9n \u0111o\u00e1n b\u1ec7nh.<\/li><li>Th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed: Big Data (h\u00e0nh vi kh\u00e1ch h\u00e0ng) + AI (ph\u00e2n kh\u00fac kh\u00e1ch h\u00e0ng) + Cloud (h\u1ea1 t\u1ea7ng) \u0111\u1ec3 t\u1ed1i \u01b0u tr\u1ea3i nghi\u1ec7m mua s\u1eafm.<\/li><\/ul><p>Ba c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng tr\u00ean \u0111\u00f3ng vai tr\u00f2 c\u1ed1t l\u00f5i trong s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI. Vi\u1ec7c k\u1ebft h\u1ee3p AI v\u1edbi t\u1eebng n\u1ec1n t\u1ea3ng kh\u00f4ng ch\u1ec9 m\u1edf ra nhi\u1ec1u ti\u1ec1m n\u0103ng l\u1edbn trong vi\u1ec7c \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 v\u00e0o th\u1ef1c ti\u1ec5n m\u00e0 c\u00f2n th\u00fac \u0111\u1ea9y c\u00e1c t\u1ed5 ch\u1ee9c v\u00e0 c\u00e1 nh\u00e2n khai th\u00e1c t\u1ed1i \u0111a nh\u1eefng l\u1ee3i \u00edch m\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o mang l\u1ea1i trong k\u1ef7 nguy\u00ean s\u1ed1 h\u00f3a hi\u1ec7n nay.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u0110\u1ec3 AI ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u00e0 mang l\u1ea1i gi\u00e1 tr\u1ecb th\u1ef1c ti\u1ec5n c\u1ea7n d\u1ef1a v\u00e0o nh\u1eefng c\u00f4ng ngh\u1ec7 n\u1ec1n t\u1ea3ng m\u1ea1nh m\u1ebd, bao g\u1ed3m: D\u1eef li\u1ec7u l\u1edbn (Big Data), \u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (Cloud Computing) v\u00e0 Thu\u1eadt to\u00e1n AI. H\u00e3y c\u00f9ng t\u00ecm hi\u1ec3u chi ti\u1ebft v\u1ec1 t\u1eebng c\u00f4ng ngh\u1ec7 n\u00e0y trong b\u00e0i vi\u1ebft d\u01b0\u1edbi&#8230;<\/p>\n","protected":false},"author":21,"featured_media":24900,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[217],"tags":[],"class_list":["post-21434","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts\/21434","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/comments?post=21434"}],"version-history":[{"count":11,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts\/21434\/revisions"}],"predecessor-version":[{"id":28645,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/posts\/21434\/revisions\/28645"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/media\/24900"}],"wp:attachment":[{"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/media?parent=21434"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/categories?post=21434"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vbee.vn\/blog\/wp-json\/wp\/v2\/tags?post=21434"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}