{"id":2010,"date":"2021-10-12T13:02:57","date_gmt":"2021-10-12T04:02:57","guid":{"rendered":"https:\/\/adrianroche.vn\/vi\/?p=2010"},"modified":"2021-10-12T13:06:46","modified_gmt":"2021-10-12T04:06:46","slug":"tong-quan-ve-lap-trinh-ai-cac-buoc-co-ban-de-bat-dau-hoc-lap-trinh-ai","status":"publish","type":"post","link":"https:\/\/adrianroche-tech.com\/vi\/tong-quan-ve-lap-trinh-ai-cac-buoc-co-ban-de-bat-dau-hoc-lap-trinh-ai\/","title":{"rendered":"T\u1ed5ng quan v\u1ec1 l\u1eadp tr\u00ecnh AI &#8211; C\u00e1c b\u01b0\u1edbc c\u01a1 b\u1ea3n \u0111\u1ec3 b\u1eaft \u0111\u1ea7u h\u1ecdc l\u1eadp tr\u00ecnh AI"},"content":{"rendered":"<h3>\u0110\u1ecbnh ngh\u0129a v\u1ec1 AI<\/h3>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hay c\u00f2n g\u1ecdi l\u00e0 AI (t\u00ean Ti\u1ebfng Anh l\u00e0 Artificial Intelligence) l\u00e0 m\u1ed9t trong nh\u1eefng nh\u00e1nh r\u1ed9ng l\u1edbn c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh. C\u00f4ng vi\u1ec7c n\u00e0y l\u00e0 c\u1ea3 m\u1ed9t qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng c\u00e1c lo\u1ea1i m\u00e1y m\u00f3c th\u00f4ng minh v\u1edbi kh\u1ea3 n\u0103ng nh\u1eadn th\u1ee9c t\u01b0\u01a1ng t\u1ef1 con ng\u01b0\u1eddi. T\u1eeb \u0111\u00f3, ch\u00fang s\u1ebd thay con ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n m\u1ed9t s\u1ed1 nhi\u1ec7m v\u1ee5 \u0111\u00f2i h\u1ecfi tr\u00ed th\u00f4ng minh nh\u1ea5t \u0111\u1ecbnh.<\/p>\n<h3>L\u1eadp tr\u00ecnh AI l\u00e0 g\u00ec?<\/h3>\n<p><strong>L\u1eadp tr\u00ecnh AI<\/strong><\/p>\n<p>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u1eabn \u0111\u01b0\u1ee3c xem l\u00e0 tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o b\u1edfi n\u00f3 kh\u00e1c v\u1edbi vi\u1ec7c l\u1eadp tr\u00ecnh logic trong ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh. Tr\u00ed th\u00f4ng minh n\u00e0y \u0111\u01b0\u1ee3c l\u1eadp tr\u00ecnh b\u1edfi con ng\u01b0\u1eddi tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y m\u00f3c. Qua \u0111\u00f3, c\u00e1c lo\u1ea1i m\u00e1y m\u00f3c n\u00e0y s\u1ebd \u0111\u01b0\u1ee3c m\u00f4 ph\u1ecfng c\u00e1c tr\u00ed tu\u1ec7 t\u01b0\u01a1ng t\u1ef1 nh\u01b0 con ng\u01b0\u1eddi nh\u01b0: l\u1eadp lu\u1eadn v\u1ea5n \u0111\u1ec1, gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1, suy ngh\u0129, gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 khi x\u1ea3y ra, n\u00f3i, vi\u1ebft, h\u00e0nh \u0111\u1ed9ng,\u2026.<\/p>\n<p><strong>Ph\u00e2n lo\u1ea1i l\u1eadp tr\u00ecnh AI?<\/strong><\/p>\n<p>Hi\u1ec7n nay, c\u00e1c chuy\u00ean gia ch\u1ee7 y\u1ebfu ph\u00e2n chia AI th\u00e0nh 4 lo\u1ea1i d\u1ef1a theo m\u1ee9c \u0111\u1ed9 t\u1eeb \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn ph\u1ee9c t\u1ea1p nh\u01b0 sau:<\/p>\n<ul>\n<li><strong>C\u00f4ng ngh\u1ec7 AI c\u00f3 b\u1ed9 nh\u1edb h\u1ea1n ch\u1ebf:<\/strong> V\u1edbi lo\u1ea1i n\u00e0y th\u00ec h\u1ec7 th\u1ed1ng AI s\u1ebd d\u1ef1a v\u00e0o kinh nghi\u1ec7m \u0111\u01b0\u1ee3c t\u00edch l\u0169y trong qu\u00e1 kh\u1ee9 \u0111\u1ec3 th\u1ef1c hi\u1ec7n th\u00f4ng b\u00e1o c\u00e1c quy\u1ebft \u0111\u1ecbnh s\u1ebd x\u1ea3y ra trong t\u01b0\u01a1ng lai. \u0110\u00e2y l\u00e0 c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi c\u1ea3m bi\u1ebfn m\u00f4i tr\u01b0\u1eddng xung quanh m\u00e0 n\u00f3 \u0111\u01b0\u1ee3c t\u00e1c d\u1ee5ng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c nh\u1eefng t\u00ecnh hu\u1ed1ng x\u1ea3y ra. T\u1eeb \u0111\u00f3, \u0111\u01b0a ra \u0111\u01b0\u1ee3c c\u00e1c b\u00e1o hi\u1ec7u ho\u1eb7c quy\u1ebft \u0111\u1ecbnh ph\u00f9 h\u1ee3p nh\u1ea5t.<\/li>\n<li><strong>C\u00f4ng ngh\u1ec7 AI ph\u1ea3n \u1ee9ng:<\/strong> C\u00f4ng ngh\u1ec7 n\u00e0y l\u00e0 m\u1ed9t trong nh\u1eefng h\u00ecnh th\u1ee9c c\u01a1 b\u1ea3n c\u1ee7a AI. N\u00f3 c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch \u0111\u1ed9ng th\u00e1i ch\u00ednh c\u1ee7a n\u00f3 c\u0169ng nh\u01b0 \u0111\u1ed1i th\u1ee7. T\u1eeb \u0111\u00f3, ch\u1ecdn ra nh\u1eefng h\u00e0nh \u0111\u1ed9ng chi\u1ebfn l\u01b0\u1ee3c c\u00f3 t\u00ednh kh\u1ea3 thi nh\u1ea5t.<\/li>\n<li><strong>L\u00fd thuy\u1ebft v\u1ec1 t\u00e2m tr\u00ed:<\/strong> Lo\u1ea1i n\u00e0y th\u01b0\u1eddng s\u1edf h\u1eefu kh\u1ea3 n\u0103ng hi\u1ec3u \u0111\u01b0\u1ee3c c\u1ea3m x\u00fac, suy ngh\u0129, k\u1ef3 v\u1ecdng c\u0169ng nh\u01b0 ni\u1ec1m tin c\u1ee7a m\u1ecdi ng\u01b0\u1eddi xung quanh. C\u00f3 ngh\u0129a l\u00e0, n\u00f3 c\u00f3 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c \u0111\u01b0\u1ee3c v\u1edbi x\u00e3 h\u1ed9i lo\u00e0i ng\u01b0\u1eddi. M\u1eb7c d\u00f9 l\u00fd thuy\u1ebft v\u1ec1 t\u00e2m tr\u00ed \u0111\u00e3 \u0111\u01b0\u1ee3c c\u1ea3i ti\u1ebfn r\u1ea5t nhi\u1ec1u nh\u01b0ng c\u00e1c chuy\u00ean gia v\u1eabn c\u1ea3nh b\u1ea3o r\u1eb1ng lo\u1ea1i AI n\u00e0y ch\u01b0a \u0111\u01b0\u1ee3c ho\u00e0n thi\u1ec7n.<\/li>\n<li><strong>T\u1ef1 nh\u1eadn th\u1ee9c:<\/strong> L\u00e0 m\u1ed9t AI c\u00f3 \u00fd th\u1ee9c, c\u00f3 kh\u1ea3 n\u0103ng si\u00eau th\u00f4ng minh, t\u1ef1 nh\u1eadn th\u1ee9c v\u00e0 \u0111a c\u1ea3m nh\u01b0 m\u1ed9t con ng\u01b0\u1eddi ho\u00e0n ch\u1ec9nh. Tuy nhi\u00ean, lo\u1ea1i n\u00e0y ch\u01b0a th\u1ef1c s\u1ef1 t\u1ed3n t\u1ea1i v\u00e0 n\u1ebfu nh\u01b0 n\u00f3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n th\u00ec ch\u1eafc h\u1eb3n s\u1ebd t\u1ea1o ra m\u1ed9t d\u1ea5u m\u1ed1c quan tr\u1ecdng trong l\u0129nh v\u1ef1c AI.<\/li>\n<\/ul>\n<h3>Nh\u1eefng \u1ee9ng d\u1ee5ng ti\u00eau bi\u1ec3u c\u1ee7a l\u1eadp tr\u00ecnh AI trong cu\u1ed9c s\u1ed1ng<\/h3>\n<p><strong>C\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm tr\u00ean Google<\/strong><\/p>\n<p>H\u1ea7u h\u1ebft, c\u00e1c c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm \u0111\u1ec1u kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng qu\u00e9t h\u1ebft \u0111\u01b0\u1ee3c to\u00e0n b\u1ed9 internet c\u0169ng nh\u01b0 cung c\u1ea5p cho b\u1ea1n nh\u1eefng g\u00ec b\u1ea1n mu\u1ed1n n\u1ebfu nh\u01b0 kh\u00f4ng c\u00f3 s\u1ef1 gi\u00fap \u0111\u1ee1 t\u1eeb tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/p>\n<p>B\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y, nh\u1eefng qu\u1ea3ng c\u00e1o xu\u1ea5t hi\u1ec7n xung quanh b\u1ea1n \u0111\u1ec1u \u0111\u00e3 \u0111\u01b0\u1ee3c AI k\u00edch ho\u1ea1t, d\u1ef1a v\u00e0o l\u1ecbch s\u1eed t\u00ecm ki\u1ebfm v\u00e0 \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a sao cho ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau b\u1ea1n h\u01b0\u1edbng \u0111\u1ebfn \u0111\u1ec3 \u0111\u01b0a ra qu\u1ea3ng c\u00e1o m\u00e0 b\u1ea1n coi tr\u1ecdng.<\/p>\n<p><strong>\u1ee8ng d\u1ee5ng v\u1edbi Netflix<\/strong><\/p>\n<p>Netflix l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng c\u1ee5 xem phim gi\u1ea3i tr\u00ed \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ea5t \u01b0a chu\u1ed9ng trong th\u1eddi gian g\u1ea7n \u0111\u00e2y. C\u00f4ng c\u1ee5 n\u00e0y \u0111\u1ec1 xu\u1ea5t \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 \u1ee9ng d\u1ee5ng l\u1ecbch s\u1eed b\u1ea1n \u0111\u00e3 xem \u0111\u1ec3 \u0111\u01b0a ra \u0111\u1ec1 xu\u1ea5t cho nh\u1eefng g\u00ec b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm. Nh\u1eefng \u0111\u1ec1 xu\u1ea5t n\u00e0y c\u00f3 th\u1ec3 d\u1ef1a v\u00e0o: di\u1ec5n vi\u00ean, th\u1eddi gian, th\u1ec3 lo\u1ea1i phim,\u2026 Theo k\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf th\u00ec kho\u1ea3ng 80% nh\u1eefng g\u00ec ch\u00fang ta \u0111ang xem s\u1ebd \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y xu\u1ea5t hi\u1ec7n c\u00e1c \u0111\u1ec1 xu\u1ea5t c\u1ee7a Netflix.<\/p>\n<h3>M\u1ed9t s\u1ed1 b\u01b0\u1edbc quan tr\u1ecdng \u0111\u1ec3 h\u1ecdc l\u1eadp tr\u00ecnh AI<\/h3>\n<p><strong>B\u01b0\u1edbc 1: T\u00ecm hi\u1ec3u v\u1ec1 Python v\u00e0 SQL<\/strong><\/p>\n<p>Ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 c\u1ed1t l\u00f5i \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 h\u1ecdc \u0111\u01b0\u1ee3c nh\u1eefng g\u00ec li\u00ean quan \u0111\u1ebfn ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin. Hi\u1ec7n t\u1ea1i, \u0111ang c\u00f3 r\u1ea5t nhi\u1ec1u ng\u00f4n ng\u1eef m\u00e0 ch\u00ednh b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u nh\u01b0ng n\u1ebfu b\u1ea1n ch\u1ecdn Machine Learning th\u00ec n\u00ean t\u1eadp trung h\u1ecdc k\u1ef9 h\u01a1n v\u1ec1 ng\u00f4n ng\u1eef Python.<\/p>\n<p>B\u1edfi \u0111\u00e2y l\u00e0 lo\u1ea1i ng\u00f4n ng\u1eef c\u00f3 c\u00e1c th\u01b0 vi\u1ec7n ph\u00f9 h\u1ee3p h\u01a1n so v\u1edbi nhi\u1ec1u lo\u1ea1i ng\u00f4n ng\u1eef kh\u00e1c. Trong khi \u0111\u00f3, h\u1ecdc v\u1ec1 m\u00e3 Python th\u00ec b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c h\u00e0nh s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u Jupyer v\u00e0 Anaconda v\u00f4 c\u00f9ng d\u1ec5 d\u00e0ng.<\/p>\n<p><strong>B\u01b0\u1edbc 2: T\u00ecm hi\u1ec3u, th\u1ef1c hi\u1ec7n ph\u00e2n t\u00edch d\u1eef li\u1ec7u, thao t\u00e1c v\u00e0 th\u1ef1c hi\u1ec7n tr\u1ef1c quan h\u00f3a \u0111\u1ed1i v\u1edbi Pandas, NumPy Matplotlib<\/strong><\/p>\n<p>Pandas c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n l\u00e0m vi\u1ec7c \u0111\u01b0\u1ee3c v\u1edbi dataframes, n\u00f3 ch\u00ednh l\u00e0 b\u1ea3ng th\u00f4ng tin m\u00e0 b\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c th\u1ea5y t\u01b0\u01a1ng t\u1ef1 nh\u01b0 trong t\u1ec7p Excel. \u0110\u00e2y l\u00e0 lo\u1ea1i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u00e1c d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac.<\/p>\n<p>Numpy c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 cho b\u1ea1n th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c nh\u1eefng thao t\u00e1c s\u1ed1 n\u1eb1m tr\u00ean d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n. H\u1ecdc m\u00e1y c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 cho b\u1ea1n ngh\u0129 th\u00e0nh s\u1ed1 r\u1ed3i t\u00ecm ki\u1ebfm c\u00e1c m\u1eabu b\u00ean trong c\u00e1c s\u1ed1 \u0111\u00f3.<\/p>\n<p>Matplotlib c\u00f3 kh\u1ea3 n\u0103ng gi\u00fap b\u1ea1n t\u1ea1o \u0111\u01b0\u1ee3c bi\u1ec3u \u0111\u1ed3 v\u00e0 th\u1ef1c hi\u1ec7n tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh. L\u00e0m cho tr\u1ef1c quan h\u00f3a s\u1ebd tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n l\u1edbn c\u1ee7a vi\u1ec7c truy\u1ec1n \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng k\u1ebft qu\u1ea3 cao cho ch\u00ednh b\u1ea1n.<\/p>\n<p><strong>B\u01b0\u1edbc 3: H\u1ecdc m\u00e1y h\u1ecdc v\u1edbi scikit-learn<\/strong><\/p>\n<p>Sau khi c\u00f3 k\u1ef9 n\u0103ng li\u00ean quan \u0111\u1ebfn thao t\u00e1c v\u00e0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u; th\u00ec b\u1ea1n s\u1ebd \u0111\u01b0\u1ee3c t\u00ecm hi\u1ec3u c\u00e1c m\u1eabu. Trong s\u1ed1 \u0111\u00f3, th\u00ec .scikit-learn \u0111\u01b0\u1ee3c xem l\u00e0 m\u1ed9t trong nh\u1eefng th\u01b0 vi\u1ec7n Python s\u1edf h\u1eefu nhi\u1ec1u thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y h\u1eefu \u00edch \u0111\u00e3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u1eb5n v\u1edbi nhi\u1ec1u ch\u1ee9c n\u0103ng kh\u00e1c nhau. Ch\u00ednh v\u00ec v\u1eady, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng n\u00f3 \u0111\u1ec3 t\u00ecm ra thu\u1eadt to\u00e1n h\u1ecdc t\u1eadp c\u1ee7a b\u1ea1n.<\/p>\n<p><strong>B\u01b0\u1edbc 4: H\u1ecdc s\u00e2u m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh<\/strong><\/p>\n<p>Sau khi \u0111\u00e3 h\u1ecdc s\u00e2u v\u00e0 m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n qu\u00e1 nhi\u1ec1u c\u1ea5u tr\u00fac.<\/p>\n<p><strong>B\u01b0\u1edbc 5: Th\u1ef1c h\u00e0nh<\/strong><\/p>\n<p>Trong qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp, n\u1ebfu nh\u01b0 b\u1ea1n \u0111\u01b0\u1ee3c th\u1ef1c h\u00e0nh nh\u1eefng g\u00ec m\u00ecnh h\u1ecdc v\u00e0o c\u00e1c d\u1ef1 \u00e1n ri\u00eang c\u1ee7a m\u00ecnh th\u00ec m\u1ecdi th\u1ee9 s\u1ebd d\u1ec5 \u0111\u01b0\u1ee3c ti\u1ebfp thu h\u01a1n. Ch\u00fac b\u1ea1n th\u00e0nh c\u00f4ng!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0110\u1ecbnh ngh\u0129a v\u1ec1 AI Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hay c\u00f2n g\u1ecdi l\u00e0 AI (t\u00ean Ti\u1ebfng Anh l\u00e0 Artificial Intelligence) l\u00e0 m\u1ed9t trong nh\u1eefng nh\u00e1nh r\u1ed9ng l\u1edbn c\u1ee7a khoa h\u1ecdc m\u00e1y t\u00ednh. C\u00f4ng vi\u1ec7c n\u00e0y l\u00e0 c\u1ea3 m\u1ed9t qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng c\u00e1c lo\u1ea1i m\u00e1y m\u00f3c th\u00f4ng minh v\u1edbi kh\u1ea3 n\u0103ng nh\u1eadn th\u1ee9c t\u01b0\u01a1ng t\u1ef1 con ng\u01b0\u1eddi. T\u1eeb \u0111\u00f3, ch\u00fang s\u1ebd<\/p>\n<div class=\"h10\"><\/div>\n<p><a class=\"more-link2\" href=\"https:\/\/adrianroche-tech.com\/vi\/tong-quan-ve-lap-trinh-ai-cac-buoc-co-ban-de-bat-dau-hoc-lap-trinh-ai\/\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":2015,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-2010","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/posts\/2010","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/comments?post=2010"}],"version-history":[{"count":4,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/posts\/2010\/revisions"}],"predecessor-version":[{"id":2018,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/posts\/2010\/revisions\/2018"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/media\/2015"}],"wp:attachment":[{"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/media?parent=2010"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/categories?post=2010"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/adrianroche-tech.com\/vi\/wp-json\/wp\/v2\/tags?post=2010"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}