{"id":3511,"date":"2026-07-28T17:13:41","date_gmt":"2026-07-28T10:13:41","guid":{"rendered":"https:\/\/hienbacsi.com\/?p=3511"},"modified":"2026-07-28T17:13:41","modified_gmt":"2026-07-28T10:13:41","slug":"10-khoa-hoc-cua-harvard-giup-ban-chinh-phuc-ai-tu-con-so-0-den-ung-dung-thuc-te","status":"publish","type":"post","link":"https:\/\/hienbacsi.com\/index.php\/2026\/07\/28\/10-khoa-hoc-cua-harvard-giup-ban-chinh-phuc-ai-tu-con-so-0-den-ung-dung-thuc-te\/","title":{"rendered":"10 kh\u00f3a h\u1ecdc c\u1ee7a Harvard gi\u00fap b\u1ea1n chinh ph\u1ee5c AI \u2013 t\u1eeb con s\u1ed1 0 \u0111\u1ebfn \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\"><\/h1>\n\n\n\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00f4ng c\u00f2n l\u00e0 chuy\u1ec7n c\u1ee7a ri\u00eang d\u00e2n k\u1ef9 thu\u1eadt. M\u1ed9t b\u00e1c s\u0129, m\u1ed9t nh\u00e0 nghi\u00ean c\u1ee9u, hay b\u1ea5t k\u1ef3 ai t\u00f2 m\u00f2 v\u1ec1 c\u00f4ng ngh\u1ec7 \u0111\u1ec1u c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh n\u00e0y \u2013 mi\u1ec5n l\u00e0 ch\u1ecdn \u0111\u00fang l\u1ed9 tr\u00ecnh h\u1ecdc. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 10 kh\u00f3a h\u1ecdc ch\u1ea5t l\u01b0\u1ee3ng cao t\u1eeb Harvard (m\u1ed9t ph\u1ea7n thu\u1ed9c ch\u01b0\u01a1ng tr\u00ecnh CS50 n\u1ed5i ti\u1ebfng), \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp theo m\u1ed9t l\u1ed9 tr\u00ecnh h\u1ee3p l\u00fd: t\u1eeb nh\u1eadp m\u00f4n l\u1eadp tr\u00ecnh, \u0111\u1ebfn Machine Learning, v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 tri\u1ec3n khai AI v\u00e0o th\u1ef1c t\u1ebf.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148-768x1024.jpeg\" class=\"wp-image-3509\" srcset=\"https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148-768x1024.jpeg 768w, https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148-225x300.jpeg 225w, https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148-1152x1536.jpeg 1152w, https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148-1170x1560.jpeg 1170w, https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148-585x780.jpeg 585w, https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6148.jpeg 1500w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">Th\u1ea1c s\u0129 b\u00e1c s\u0129 Tr\u1ea7n h\u1eefu Hi\u1ec1n <\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">1. B\u1eaft \u0111\u1ea7u t\u1eeb con s\u1ed1 0: L\u00e0m quen v\u1edbi l\u1eadp tr\u00ecnh<\/h2>\n\n\n\n<p>N\u1ebfu b\u1ea1n ch\u01b0a t\u1eebng vi\u1ebft m\u1ed9t d\u00f2ng code n\u00e0o, \u0111\u00e2y l\u00e0 \u0111i\u1ec3m kh\u1edfi \u0111\u1ea7u l\u00fd t\u01b0\u1edfng. Kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n l\u00e0m quen v\u1edbi t\u01b0 duy l\u1eadp tr\u00ecnh b\u1eb1ng Python m\u1ed9t c\u00e1ch nh\u1eb9 nh\u00e0ng, kh\u00f4ng \u0111\u00f2i h\u1ecfi n\u1ec1n t\u1ea3ng tr\u01b0\u1edbc \u0111\u00f3.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/cs50s-introduction-programming-python<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. CS50 \u2013 &#8220;Huy\u1ec1n tho\u1ea1i&#8221; n\u1ec1n t\u1ea3ng khoa h\u1ecdc m\u00e1y t\u00ednh<\/h2>\n\n\n\n<p>\u0110\u00e2y l\u00e0 kh\u00f3a h\u1ecdc n\u1ed5i ti\u1ebfng b\u1eadc nh\u1ea5t c\u1ee7a Harvard, \u0111\u01b0\u1ee3c h\u00e0ng tri\u1ec7u ng\u01b0\u1eddi tr\u00ean th\u1ebf gi\u1edbi theo h\u1ecdc. CS50 x\u00e2y d\u1ef1ng cho b\u1ea1n n\u1ec1n t\u1ea3ng t\u01b0 duy gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 hi\u1ec3u b\u1ea3n ch\u1ea5t c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh \u2013 th\u1ee9 s\u1ebd theo b\u1ea1n su\u1ed1t h\u00e0nh tr\u00ecnh h\u1ecdc AI sau n\u00e0y.<br \/>\ud83d\udd17 https:\/\/cs50.harvard.edu\/x\/<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. Nh\u1eadp m\u00f4n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1edbi Python<\/h2>\n\n\n\n<p>Sau khi c\u00f3 n\u1ec1n t\u1ea3ng l\u1eadp tr\u00ecnh, \u0111\u00e2y l\u00e0 b\u01b0\u1edbc \u0111i ti\u1ebfp theo: h\u1ecdc AI t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao, \u0111i t\u1eeb c\u00e1c thu\u1eadt to\u00e1n t\u00ecm ki\u1ebfm, logic, cho \u0111\u1ebfn nh\u1eefng k\u1ef9 thu\u1eadt m\u00e1y h\u1ecdc \u0111ang \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng r\u1ed9ng r\u00e3i hi\u1ec7n nay.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/cs50s-introduction-artificial-intelligence-python<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. Machine Learning cho ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u<\/h2>\n\n\n\n<p>M\u1ed9t kh\u00f3a h\u1ecdc \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1eb7c bi\u1ec7t d\u1ec5 ti\u1ebfp c\u1eadn, gi\u00fap ng\u01b0\u1eddi m\u1edbi hi\u1ec3u Machine Learning l\u00e0 g\u00ec, ho\u1ea1t \u0111\u1ed9ng ra sao, m\u00e0 kh\u00f4ng b\u1ecb &#8220;ng\u1ee3p&#8221; b\u1edfi c\u00f4ng th\u1ee9c to\u00e1n h\u1ecdc ph\u1ee9c t\u1ea1p.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/machine-learning-and-ai-python<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. Khoa h\u1ecdc d\u1eef li\u1ec7u v\u1edbi Python<\/h2>\n\n\n\n<p>Mu\u1ed1n l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch chuy\u00ean nghi\u1ec7p? Kh\u00f3a h\u1ecdc n\u00e0y d\u1ea1y b\u1ea1n c\u00e1ch x\u1eed l\u00fd, tr\u1ef1c quan h\u00f3a v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u2013 k\u1ef9 n\u0103ng c\u1ed1t l\u00f5i kh\u00f4ng th\u1ec3 thi\u1ebfu trong b\u1ea5t k\u1ef3 d\u1ef1 \u00e1n AI n\u00e0o.<br \/>\ud83d\udd17 https:\/\/www.edx.org\/learn\/data-science\/harvard-university-introduction-to-data-science-with-python<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh g\u1ee3i \u00fd \u2013 h\u1ecdc Machine Learning qua d\u1ef1 \u00e1n th\u1ef1c t\u1ebf<\/h2>\n\n\n\n<p>Thay v\u00ec ch\u1ec9 h\u1ecdc l\u00fd thuy\u1ebft, kh\u00f3a h\u1ecdc n\u00e0y cho b\u1ea1n t\u1ef1 tay x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd phim, qua \u0111\u00f3 hi\u1ec3u s\u00e2u h\u01a1n c\u00e1ch Machine Learning v\u1eadn h\u00e0nh trong \u0111\u1eddi s\u1ed1ng th\u1ef1c.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/data-science-building-machine-learning-models<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u0110\u01b0a AI v\u00e0o nh\u1eefng thi\u1ebft b\u1ecb nh\u1ecf b\u00e9 (TinyML)<\/h2>\n\n\n\n<p>B\u1ea1n c\u00f3 bi\u1ebft AI c\u00f3 th\u1ec3 ch\u1ea1y tr\u00ean nh\u1eefng con chip nh\u1ecf x\u00edu g\u1eafn trong c\u1ea3m bi\u1ebfn, thi\u1ebft b\u1ecb IoT? Kh\u00f3a h\u1ecdc n\u00e0y m\u1edf ra m\u1ed9t h\u01b0\u1edbng \u0111i th\u00fa v\u1ecb: \u1ee9ng d\u1ee5ng AI v\u00e0o ph\u1ea7n c\u1ee9ng nh\u1ecf g\u1ecdn, ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/applications-tinyml<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">8. Tri\u1ec3n khai AI th\u1ef1c t\u1ebf tr\u00ean vi \u0111i\u1ec1u khi\u1ec3n<\/h2>\n\n\n\n<p>Ti\u1ebfp n\u1ed1i ph\u1ea7n l\u00fd thuy\u1ebft TinyML, kh\u00f3a h\u1ecdc n\u00e0y \u0111i s\u00e2u v\u00e0o th\u1ef1c h\u00e0nh: l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 \u0111\u01b0a m\u1ed9t m\u00f4 h\u00ecnh AI \u0111\u00e3 hu\u1ea5n luy\u1ec7n l\u00ean ch\u1ea1y th\u1eadt tr\u00ean vi \u0111i\u1ec1u khi\u1ec3n.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/deploying-tinyml<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">9. MLOps \u2013 V\u1eadn h\u00e0nh AI \u1edf quy m\u00f4 l\u1edbn<\/h2>\n\n\n\n<p>X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh AI \u0111\u00e3 kh\u00f3, nh\u01b0ng v\u1eadn h\u00e0nh v\u00e0 m\u1edf r\u1ed9ng n\u00f3 trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf c\u00f2n l\u00e0 m\u1ed9t th\u1eed th\u00e1ch l\u1edbn h\u01a1n. Kh\u00f3a h\u1ecdc n\u00e0y trang b\u1ecb cho b\u1ea1n ki\u1ebfn th\u1ee9c v\u1ec1 qu\u1ea3n l\u00fd v\u00e0 tri\u1ec3n khai AI m\u1ed9t c\u00e1ch b\u00e0i b\u1ea3n, chuy\u00ean nghi\u1ec7p.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/mlops-scaling-tinyml<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">10. L\u1eadp tr\u00ecnh Web t\u00edch h\u1ee3p AI<\/h2>\n\n\n\n<p>Kh\u00e9p l\u1ea1i l\u1ed9 tr\u00ecnh l\u00e0 kh\u00f3a h\u1ecdc gi\u00fap b\u1ea1n x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng web ho\u00e0n ch\u1ec9nh b\u1eb1ng Python v\u00e0 JavaScript \u2013 n\u01a1i b\u1ea1n c\u00f3 th\u1ec3 \u0111\u01b0a nh\u1eefng g\u00ec \u0111\u00e3 h\u1ecdc v\u1ec1 AI v\u00e0o m\u1ed9t s\u1ea3n ph\u1ea9m th\u1ef1c s\u1ef1, c\u00f3 giao di\u1ec7n, c\u00f3 ng\u01b0\u1eddi d\u00f9ng.<br \/>\ud83d\udd17 https:\/\/pll.harvard.edu\/course\/cs50s-web-programming-python-and-javascript<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">L\u1eddi k\u1ebft<\/h3>\n\n\n\n<p>H\u1ecdc AI kh\u00f4ng c\u1ea7n ph\u1ea3i b\u1eaft \u0111\u1ea7u t\u1eeb nh\u1eefng \u0111i\u1ec1u cao si\u00eau. Ch\u1ec9 c\u1ea7n \u0111i \u0111\u00fang l\u1ed9 tr\u00ecnh \u2013 t\u1eeb t\u01b0 duy l\u1eadp tr\u00ecnh, \u0111\u1ebfn Machine Learning, r\u1ed3i \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf \u2013 b\u1ea5t k\u1ef3 ai c\u0169ng c\u00f3 th\u1ec3 t\u1eebng b\u01b0\u1edbc l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 n\u00e0y. Hy v\u1ecdng danh s\u00e1ch tr\u00ean s\u1ebd l\u00e0 t\u1ea5m b\u1ea3n \u0111\u1ed3 h\u1eefu \u00edch cho nh\u1eefng ai \u0111ang mu\u1ed1n b\u1eaft \u0111\u1ea7u h\u00e0nh tr\u00ecnh kh\u00e1m ph\u00e1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o m\u1ed9t c\u00e1ch b\u00e0i b\u1ea3n v\u00e0 mi\u1ec5n ph\u00ed.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o kh\u00f4ng c\u00f2n l\u00e0 chuy\u1ec7n c\u1ee7a ri\u00eang d\u00e2n k\u1ef9 thu\u1eadt. M\u1ed9t b\u00e1c s\u0129, m\u1ed9t nh\u00e0 nghi\u00ean c\u1ee9u, hay b\u1ea5t k\u1ef3 ai t\u00f2 m\u00f2 v\u1ec1 c\u00f4ng ngh\u1ec7 \u0111\u1ec1u&hellip;<\/p>\n","protected":false},"author":1,"featured_media":3510,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[139],"tags":[141,140],"jetpack_featured_media_url":"https:\/\/hienbacsi.com\/wp-content\/uploads\/2026\/07\/img_6138.jpeg","_links":{"self":[{"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/posts\/3511"}],"collection":[{"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/comments?post=3511"}],"version-history":[{"count":1,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/posts\/3511\/revisions"}],"predecessor-version":[{"id":3512,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/posts\/3511\/revisions\/3512"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/media\/3510"}],"wp:attachment":[{"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/media?parent=3511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/categories?post=3511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hienbacsi.com\/index.php\/wp-json\/wp\/v2\/tags?post=3511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}