{"id":9102,"date":"2023-04-14T09:15:09","date_gmt":"2023-04-14T02:15:09","guid":{"rendered":"https:\/\/idconline.vn\/blog\/?p=9102"},"modified":"2023-06-02T11:01:49","modified_gmt":"2023-06-02T04:01:49","slug":"muon-chinh-phuc-linh-vuc-tri-tue-nhan-tao-ai-hay-hoc-python","status":"publish","type":"post","link":"https:\/\/idconline.vn\/blog\/muon-chinh-phuc-linh-vuc-tri-tue-nhan-tao-ai-hay-hoc-python\/","title":{"rendered":"Chinh ph\u1ee5c l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), h\u00e3y h\u1ecdc Python 2023"},"content":{"rendered":"\n<p><em>C\u00e1c k\u1ef9 n\u0103ng v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, h\u1ecdc m\u00e1y v\u00e0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn \u0111ang r\u1ea5t c\u1ea7n thi\u1ebft trong ng\u00e0nh c\u00f4ng nghi\u1ec7p. Ch\u00fang ta s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 python &#8211; m\u1ed9t trong nh\u1eefng ng\u00f4n&nbsp;ng\u1eef s\u1ebd th\u1ed1ng tr\u1ecb n\u0103m 202<\/em>3<\/p>\n\n\n\n<div id=\"toc_container\" class=\"toc_white no_bullets\"><p class=\"toc_title\">M\u1ee5c l\u1ee5c<\/p><ul class=\"toc_list\"><li><a href=\"#Van_de_dat_ra\">V\u1ea5n \u0111\u1ec1 \u0111\u1eb7t ra<\/a><\/li><li><a href=\"#Doanh_Nghiep_dang_di_dau_ve_linh_vuc_tri_tue_nhan_tao\">Doanh Nghi\u1ec7p \u0111ang \u0111i \u0111\u1ea7u v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a><ul><li><a href=\"#AI_tac_dong_den_viec_tuyen_dung_ra_sao\">AI t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c tuy\u1ec3n d\u1ee5ng ra sao ?<\/a><\/li><li><a href=\"#Su_dau_tu_cua_cac_linh_vuc_vao_AI\">S\u1ef1 \u0111\u1ea7u t\u01b0 c\u1ee7a c\u00e1c l\u0129nh v\u1ef1c v\u00e0o AI<\/a><\/li><li><a href=\"#Dieu_nay_co_nghia_gi_cho_cong_viec_cua_ban\">\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a g\u00ec cho c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n?<\/a><\/li><li><a href=\"#i\"><\/a><\/li><\/ul><\/li><li><a href=\"#Python_va_Chen_thanh_AI\">Python v\u00e0 Ch\u00e9n th\u00e1nh AI<\/a><ul><li><a href=\"#Diem_manh_cua_Python\">\u0110i\u1ec3m m\u1ea1nh c\u1ee7a Python<\/a><\/li><\/ul><\/li><li><a href=\"#Ket_Luan\">K\u1ebft Lu\u1eadn<\/a><\/li><\/ul><\/div>\n<h2 class=\"wp-block-heading\"><span id=\"Van_de_dat_ra\">V\u1ea5n \u0111\u1ec1 \u0111\u1eb7t ra<\/span><\/h2>\n\n\n\n<p>Khi tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n nh\u01b0 hi\u1ec7n nay. Nhi\u1ec1u ng\u01b0\u1eddi \u0111\u00e3 \u0111\u1eb7t c\u00e2u h\u1ecfi r\u1eb1ng, li\u1ec7u tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o s\u1ebd t\u01b0\u1edbc \u0111i vi\u1ec7c l\u00e0m c\u1ee7a h\u00e0ng v\u1ea1n ng\u01b0\u1eddi kh\u00f4ng? C\u00e2u tr\u1ea3 l\u1eddi cho c\u00e2u h\u1ecfi n\u00e0y c\u00f3 l\u1ebd l\u00e0 kh\u00f4ng, \u00edt nh\u1ea5t \u0111\u1ebfn hi\u1ec7n t\u1ea1i l\u00e0 kh\u00f4ng. C\u00e1ch s\u1eed d\u1ee5ng t\u1ed1t nh\u1ea5t tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0 m\u00e1y h\u1ecdc (AI\/ML) b\u1ed5 sung cho kh\u1ea3 n\u0103ng s\u00e1ng t\u1ea1o c\u1ee7a con ng\u01b0\u1eddi h\u01a1n l\u00e0 thay th\u1ebf n\u00f3. Con ng\u01b0\u1eddi v\u00e0 robot s\u1ebd c\u00f9ng t\u1ed3n t\u1ea1i m\u1ed9t c\u00e1ch h\u00f2a b\u00ecnh trong t\u01b0\u01a1ng lai g\u1ea7n.<\/p>\n\n\n\n<p>Theo ngu\u1ed3n tin \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt t\u1eeb <a href=\"https:\/\/aiindex.stanford.edu\/report\/\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o ch\u1ec9 s\u1ed1 AI n\u0103m 2022 m\u1edbi nh\u1ea5t t\u1eeb \u200b\u200bVi\u1ec7n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u1ea5y con ng\u01b0\u1eddi l\u00e0m trung t\u00e2m c\u1ee7a Stanford<\/a>. Trong n\u0103m qua h\u1ea7u nh\u01b0 m\u1ecdi ngu\u1ed3n l\u1ef1c \u0111\u1ec1u t\u1eadp trung v\u00e0o vi\u1ec7c \u0111\u00e0o t\u1ea1o t\u00ecm ki\u1ebfm nh\u1eefng ng\u01b0\u1eddi am hi\u1ec3u v\u1ec1 AI. Vi\u1ec7c \u0111\u00f3 th\u1ec3 hi\u1ec7n qua c\u00e1c d\u1eef li\u1ec7u th\u1ed1ng k\u00ea v\u1ec1 tuy\u1ec3n d\u1ee5ng sau: th\u00f4ng tin (5,3%);&nbsp;d\u1ecbch v\u1ee5 chuy\u00ean m\u00f4n, khoa h\u1ecdc k\u1ef9 thu\u1eadt (4,1%);&nbsp;v\u00e0 t\u00e0i ch\u00ednh, b\u1ea3o hi\u1ec3m (3,3%). N\u1ebfu nh\u01b0 b\u1ea1n mu\u1ed1n theo \u0111u\u1ed5i xu h\u01b0\u1edbng n\u00e0y hay l\u00e0 mu\u1ed1n chuy\u1ec3n vi\u1ec7c, th\u00ec th\u1ee9 b\u1ea1n c\u1ea7n l\u00e0 Python.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>:&nbsp; <a href=\"https:\/\/idconline.vn\/blog\/hoc-lap-trinh-nguoi-moi-bat-dau-can-lam-gi.html\" target=\"_blank\" rel=\"noreferrer noopener\"><em>H\u1ecdc l\u1eadp tr\u00ecnh: Ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u c\u1ea7n l\u00e0m g\u00ec ?<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Doanh_Nghiep_dang_di_dau_ve_linh_vuc_tri_tue_nhan_tao\">Doanh Nghi\u1ec7p \u0111ang \u0111i \u0111\u1ea7u v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/span><\/h2>\n\n\n\n<p>Cho \u0111\u1ebfn n\u0103m 2014, gi\u1edbi h\u1ecdc thu\u1eadt l\u00e0 v\u1ecb vua c\u1ee7a tri\u1ec1u \u0111\u1ea1i H\u1ecdc M\u00e1y (Machine Learning). Tuy nhi\u00ean, \u0111i\u1ec1n n\u00e0y \u0111\u00e3 kh\u00f4ng c\u00f2n \u0111\u00fang v\u1edbi hi\u1ec7n t\u1ea1i. T\u1eeb n\u0103m 2014, c\u00e1c doanh nghi\u1ec7p l\u1edbn \u0111\u00e3 d\u1eabn \u0111\u1ea7u cu\u1ed9c c\u00e1ch m\u1ea1ng AI\/ML. Trong n\u0103m 2022, h\u1ecd \u0111\u00e3 ph\u00e1t tri\u1ec3n \u0111\u01b0\u1ee3c 32 m\u00f4 h\u00ecnh ML so v\u1edbi gi\u1edbi h\u1ecdc thu\u1eadt ch\u1ec9 l\u00e0 con s\u1ed1 3. C\u00e1c t\u1ed5 ch\u1ee9c h\u1ecdc thu\u1eadt kh\u00f3 \u0111\u1ec3 so s\u00e1nh v\u1edbi c\u00e1c \u00f4ng l\u1edbn doanh nghi\u1ec7p v\u1ec1 d\u1eef li\u1ec7u, chu k\u00ec CPU v\u00e0 ti\u1ec1n b\u1ea1c.<\/p>\n\n\n\n<p>S\u1ed1 ti\u1ec1n \u0111\u00f3 l\u00e0 bao nhi\u00eau? Trong khi m\u1ed9t LLM nh\u01b0 GPT-2 \u0111\u00e3 t\u1ed1n 50.000 \u0111\u00f4 la \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0o n\u0103m 2019. Th\u00ec PaLM \u0111\u00e3 t\u1ed1n kho\u1ea3ng 8 tri\u1ec7u \u0111\u00f4 la \u0111\u1ec3 \u0111\u00e0o t\u1ea1o. N\u00f3 g\u1ea5p 360 l\u1ea7n GPT-2 (t\u1ea5t nhi\u00ean, GPT-2 l\u00e0 ti\u00ean ti\u1ebfn nh\u1ea5t v\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3). Ch\u00ednh ph\u1ee7 c\u00f3 th\u1ec3 \u0111\u1ea7u t\u01b0 m\u1ed9t s\u1ed1 ti\u1ec1n nh\u01b0 v\u1eady \u0111\u1ec3 ph\u00e1t tri\u1ec3n, song th\u1ee9 h\u1ecd l\u00e0m l\u1ea1i l\u00e0 ki\u1ec3m so\u00e1t ML. \u0110i\u1ec1u \u0111\u00f3 \u0111\u00e3 \u0111\u1ec3 cho doanh nghi\u1ec7p l\u1ea5p \u0111\u1ea7y kho\u1ea3ng tr\u1ed1ng \u0111\u00f3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"AI_tac_dong_den_viec_tuyen_dung_ra_sao\">AI t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c tuy\u1ec3n d\u1ee5ng ra sao ?<\/span><\/h3>\n\n\n\n<p>Qua \u0111\u00f3 d\u1eabn \u0111\u1ebfn, s\u1ef1 th\u00e8m kh\u00e1t c\u1ee7a doanh nghi\u1ec7p v\u1ec1 nh\u00e2n t\u00e0i AI\/ML \u0111\u00e3 t\u0103ng l\u00ean \u1edf h\u1ea7u h\u1ebft c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p \u1edf M\u1ef9. Trung b\u00ecnh, s\u1ed1 l\u01b0\u1ee3ng c\u00e1c b\u00e0i \u0111\u0103ng tuy\u1ec3n d\u1ee5ng li\u00ean quan \u0111\u1ebfn AI\/ML \u0111\u00e3 t\u0103ng t\u1eeb 1,7% trong n\u0103m 2021. N\u00f3 ti\u1ebfp t\u1ee5c t\u0103ng l\u00ean 1,9% trong n\u0103m 2022. Tuy c\u00f3 v\u1ebb \u00edt, nh\u01b0ng c\u00e1c t\u1ef7 l\u1ec7 n\u00e0y chi\u1ebfm ph\u1ea7n tr\u0103m c\u1ee7a t\u1ea5t c\u1ea3 c\u00e1c b\u00e0i \u0111\u0103ng vi\u1ec7c l\u00e0m \u1edf M\u1ef9. \u0110\u1ec3 ti\u1ebfn t\u1edbi con s\u1ed1 2% l\u00e0 r\u1ea5t kh\u00f3. \u0110\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p ch\u01b0a c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m v\u1edbi AI\/ML. Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp tr\u01b0\u1edbc \u0111\u00f3, m\u1ed9t s\u1ed1 ng\u00e0nh c\u00f4ng nghi\u1ec7p c\u00f3 t\u1ef7 l\u1ec7 b\u00e0i \u0111\u0103ng vi\u1ec7c l\u00e0m y\u00eau c\u1ea7u chuy\u00ean m\u00f4n v\u1ec1 AI\/ML cao h\u01a1n nhi\u1ec1u.<\/p>\n\n\n\n<p><strong>Xem Th\u00eam:<\/strong> <a href=\"https:\/\/idconline.vn\/blog\/top-15-ngon-ngu-backend-hang-dau-cho-nam-2023.html\"><em>Top 15 ng\u00f4n ng\u1eef Backend h\u00e0ng \u0111\u1ea7u cho n\u0103m 2023<\/em><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1199\" height=\"695\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/aipercentagejobs-100939273-large.webp\" alt=\"\" class=\"wp-image-9103\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/aipercentagejobs-100939273-large.webp 1199w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/aipercentagejobs-100939273-large-300x174.webp 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/aipercentagejobs-100939273-large-768x445.webp 768w\" sizes=\"(max-width: 1199px) 100vw, 1199px\" \/><figcaption class=\"wp-element-caption\"><em>T\u1ef7 l\u1ec7 c\u00f4ng vi\u1ec7c y\u00eau c\u1ea7u k\u1ef9 n\u0103ng AI \u0111ang t\u0103ng l\u00ean trong h\u1ea7u h\u1ebft c\u00e1c ng\u00e0nh, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong n\u0103m qua.&nbsp;<\/em><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Su_dau_tu_cua_cac_linh_vuc_vao_AI\">S\u1ef1 \u0111\u1ea7u t\u01b0 c\u1ee7a c\u00e1c l\u0129nh v\u1ef1c v\u00e0o AI<\/span><\/h3>\n\n\n\n<p>C\u00f4ng vi\u1ec7c kh\u00f4ng ph\u1ea3i l\u00e0 ti\u00eau ch\u00ed duy nh\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 \u0111\u1ea7u t\u01b0, v\u00e0 v\u1ec1 m\u1eb7t ti\u1ec1n b\u1ea1c. L\u0129nh v\u1ef1c y t\u1ebf d\u1eabn \u0111\u1ea7u v\u1edbi 6,1t\u1ef7 $ \u0111\u1ea7u t\u01b0 v\u00e0o tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong n\u0103m 2022. Ngay sau y t\u1ebf \u0111\u1ebfn l\u0129nh v\u1ef1c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, x\u1eed l\u00fd v\u00e0 \u0111\u00e1m m\u00e2y (5,9 t\u1ef7 $). Sau \u0111\u00f3 l\u00e0 fintech (5,5t\u1ef7 $). Nh\u1eefng kho\u1ea3n \u0111\u1ea7u t\u01b0 v\u00e0o tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u c\u00e1ch kh\u00e1c nhau. C\u00e1c l\u0129nh v\u1ef1c ch\u00ednh bao g\u1ed3m<\/p>\n\n\n\n<ul>\n<li>t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh robot (39%)<\/li>\n\n\n\n<li>nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh m\u00e1y t\u00ednh (34%)<\/li>\n\n\n\n<li>hi\u1ec3u v\u0103n b\u1ea3n t\u1ef1 nhi\u00ean (33%)<\/li>\n\n\n\n<li>c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh tr\u1ee3 l\u00fd \u1ea3o (33%). <\/li>\n<\/ul>\n\n\n\n<p>C\u00f2n s\u1ef1  \u0111\u1ed1i v\u1edbi c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng. Tr\u01b0\u1eddng h\u1ee3p ch\u00ednh \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng v\u00e0o n\u0103m 2022 l\u00e0 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng d\u1ecbch v\u1ee5 (24%). Nh\u1eefng tr\u01b0\u1eddng h\u1ee3p ph\u1ed5 bi\u1ebfn kh\u00e1c bao g\u1ed3m vi\u1ec7c t\u1ea1o ra c\u00e1c s\u1ea3n ph\u1ea9m m\u1edbi d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (20%), ph\u00e2n \u0111o\u1ea1n kh\u00e1ch h\u00e0ng (19%), ph\u00e2n t\u00edch d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng (19%), v\u00e0 c\u1ea3i ti\u1ebfn c\u00e1c s\u1ea3n ph\u1ea9m d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (19%).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Dieu_nay_co_nghia_gi_cho_cong_viec_cua_ban\">\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a g\u00ec cho c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n?<\/span><\/h3>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>&#8220;kho\u1ea3ng 80% l\u1ef1c l\u01b0\u1ee3ng lao \u0111\u1ed9ng Hoa K\u1ef3 c\u00f3 th\u1ec3 b\u1ecb t\u00e1c \u0111\u1ed9ng \u00edt nh\u1ea5t 10% c\u00f4ng vi\u1ec7c c\u1ee7a h\u1ecd b\u1edfi vi\u1ec7c gi\u1edbi thi\u1ec7u LLM, trong khi kho\u1ea3ng 19% ng\u01b0\u1eddi lao \u0111\u1ed9ng c\u00f3 th\u1ec3 nh\u00ecn th\u1ea5y \u00edt nh\u1ea5t 50% c\u00f4ng vi\u1ec7c c\u1ee7a h\u1ecd b\u1ecb \u1ea3nh h\u01b0\u1edfng.&#8221;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"i\"><\/span><\/h3>\n<cite>Theo m\u1ed9t nghi\u00ean c\u1ee9u kh\u00e1c \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh b\u1edfi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i \u0110\u1ea1i h\u1ecdc Pennsylvania v\u00e0 \u0111\u01b0\u1ee3c t\u00e0i tr\u1ee3 b\u1edfi OpenAI<\/cite><\/blockquote>\n\n\n\n<p>Ai \u0111ang \u0111\u1ee9ng tr\u01b0\u1edbc nguy c\u01a1 m\u1ea5t vi\u1ec7c? C\u00e1c nh\u00e0 k\u1ebf to\u00e1n, nh\u00e0 to\u00e1n h\u1ecdc, c\u00e1c nh\u00e0 phi\u00ean d\u1ecbch, nh\u1eefng nh\u00e0 v\u0103n s\u00e1ng t\u1ea1o v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa. Ai s\u1ebd kh\u00f4ng ph\u1ea3i lo l\u1eafng v\u1ec1 AI? Nh\u1eefng ng\u01b0\u1eddi t\u1eadp trung v\u00e0o lao \u0111\u1ed9ng th\u1ee7 c\u00f4ng h\u01a1n. Ch\u1eb3ng h\u1ea1n nh\u01b0 \u0111\u1ea7u b\u1ebfp, k\u1ef9 thu\u1eadt vi\u00ean c\u01a1 kh\u00ed ho\u1eb7c ng\u01b0\u1eddi l\u00e0m c\u00f4ng \u1edf ng\u00e0nh d\u1ea7u kh\u00ed. (Tuy nhi\u00ean, xe \u0111i\u1ec7n c\u00f3 th\u1ec3 \u0111\u1ebfn v\u1edbi nh\u00f3m cu\u1ed1i c\u00f9ng n\u00e0y.)<\/p>\n\n\n\n<p>\u0110\u00e2y l\u00e0 m\u1ed9t b\u00e1o c\u00e1o kh\u00e1 h\u1eefu \u00edch \u0111\u1ec3 hi\u1ec3u v\u1ec1 xu h\u01b0\u1edbng AI\/ML hi\u1ec7n nay. N\u00f3 s\u1ebd m\u1edf ra c\u01a1 h\u1ed9i t\u00ecm ki\u1ebfm vi\u1ec7c l\u00e0m trong l\u0129nh v\u1ef1c n\u00e0y. Tuy nhi\u00ean, vi\u1ec7c h\u1ecdc Python ch\u1ec9 l\u00e0 m\u1ed9t b\u01b0\u1edbc trong qu\u00e1 tr\u00ecnh trang b\u1ecb ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft \u0111\u1ec3 tham gia v\u00e0o l\u0129nh v\u1ef1c n\u00e0y. Ngo\u00e0i ra, n\u1ebfu b\u1ea1n \u0111ang quan t\u00e2m \u0111\u1ebfn vi\u1ec7c h\u1ecdc AI\/ML, h\u00e3y c\u00e2n nh\u1eafc \u0111\u1ebfn vi\u1ec7c ti\u1ebfp c\u1eadn c\u00e1c kh\u00f3a h\u1ecdc, t\u00e0i li\u1ec7u. B\u1ea1n n\u00ean tham gia c\u00e1c d\u1ef1 \u00e1n th\u1ef1c t\u1ebf \u0111\u1ec3 n\u1eafm v\u1eefng ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft trong l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/top-10-he-quan-tri-co-so-du-lieu-pho-bien-nhat.html\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Top 10 H\u1ec7 Qu\u1ea3n Tr\u1ecb C\u01a1 S\u1edf D\u1eef Li\u1ec7u Ph\u1ed5 Bi\u1ebfn Nh\u1ea5t<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Python_va_Chen_thanh_AI\">Python v\u00e0 Ch\u00e9n th\u00e1nh AI<\/span><\/h2>\n\n\n\n<p>Vi\u1ec7c Python l\u00e0m m\u01b0a l\u00e0m gi\u00f3 trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng ph\u1ea3i l\u00e0 \u0111i\u1ec1u g\u00ec b\u1ea5t ng\u1edd. Theo \u00fd ki\u1ebfn c\u1ee7a nhi\u1ec1u ng\u01b0\u1eddi, &#8220;ng\u00f4n ng\u1eef c\u00f3 kh\u1ea3 n\u0103ng chi\u1ebfm \u01b0u th\u1ebf nh\u1ea5t [trong khoa h\u1ecdc d\u1eef li\u1ec7u] l\u00e0 ng\u00f4n ng\u1eef d\u1ec5 ti\u1ebfp c\u1eadn nh\u1ea5t v\u1edbi \u0111\u1ea1i \u0111a s\u1ed1 nh\u00e2n vi\u00ean trong doanh nghi\u1ec7p.&#8221;. \u0111i\u1ec1u n\u00e0y kh\u00e1 l\u00e0 \u0111\u00fang: &#8220;Khi c\u00e1c t\u1ed5 ch\u1ee9c t\u00ecm ki\u1ebfm m\u1ed9t nh\u00f3m \u0111a d\u1ea1ng h\u01a1n \u0111\u1ec3 gi\u00fap \u0111\u1ee1 trong l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u, s\u1ef1 h\u1ea5p d\u1eabn kh\u1eafp n\u01a1i c\u1ee7a Python l\u00e0m cho vi\u1ec7c ti\u1ebfp c\u1eadn d\u1ec5 d\u00e0ng h\u01a1n.&#8221; Python \u0111\u00e3 tr\u1edf th\u00e0nh ng\u00f4n ng\u1eef chung \u0111\u1ec3 c\u00e1c chuy\u00ean gia v\u00e0 ng\u01b0\u1eddi m\u1edbi b\u1eaft \u0111\u1ea7u d\u1ea5n th\u00e2n v\u00e0o l\u0129nh v\u1ef1c khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>Trong b\u00e1o c\u00e1o c\u1ee7a Stanford, Python n\u1ed5i b\u1eadt v\u1ec1 s\u1ef1 t\u0103ng tr\u01b0\u1edfng t\u01b0\u01a1ng \u0111\u1ed1i so v\u1edbi c\u00e1c k\u1ef9 n\u0103ng kh\u00e1c:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1199\" height=\"644\" src=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/tinywow_aijobskills_18441110-100939269-large.webp\" alt=\"\" class=\"wp-image-9104\" srcset=\"https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/tinywow_aijobskills_18441110-100939269-large.webp 1199w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/tinywow_aijobskills_18441110-100939269-large-300x161.webp 300w, https:\/\/idconline.vn\/blog\/wp-content\/uploads\/2023\/04\/tinywow_aijobskills_18441110-100939269-large-768x413.webp 768w\" sizes=\"(max-width: 1199px) 100vw, 1199px\" \/><figcaption class=\"wp-element-caption\"><em>T\u1ea5t c\u1ea3 c\u00e1c k\u1ef9 n\u0103ng li\u00ean quan \u0111\u1ebfn AI \u0111\u1ec1u c\u00f3 nhu c\u1ea7u t\u0103ng v\u1ecdt, d\u1eabn \u0111\u1ea7u l\u00e0 Python.<\/em><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span id=\"Diem_manh_cua_Python\">\u0110i\u1ec3m m\u1ea1nh c\u1ee7a Python<\/span><\/h3>\n\n\n\n<p>C\u00f3 nhi\u1ec1u l\u00fd do gi\u00fap Python gi\u1eef v\u1eefng v\u1ecb tr\u00ed top \u0111\u1ea7u c\u1ee7a ng\u00f4n ng\u1eef ch\u00ednh cho khoa h\u1ecdc d\u1eef li\u1ec7u:<\/p>\n\n\n\n<ul>\n<li>N\u00f3 gi\u00fap gi\u1ea3m \u0111\u1ed9 ph\u1ee9c t\u1ea1p trong AI\/ML. B\u1eb1ng c\u00e1ch cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c th\u01b0 vi\u1ec7n m\u1ea1nh m\u1ebd \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n. <\/li>\n\n\n\n<li>N\u00f3 c\u0169ng \u0111\u01a1n gi\u1ea3n v\u00e0 nh\u1ea5t qu\u00e1n, c\u00f3 c\u00fa ph\u00e1p r\u00f5 r\u00e0ng d\u1ec5 \u0111\u1ecdc, d\u1ec5 d\u00e0ng cho ng\u01b0\u1eddi d\u00f9ng n\u1eafm b\u1eaft. <\/li>\n\n\n\n<li>Python c\u0169ng c\u00f3 c\u1ed9ng \u0111\u1ed3ng r\u1ed9ng l\u1edbn, th\u00e2n thi\u1ec7n. \u0110i\u1ec1u \u0111\u00f3 khi\u1ebfn vi\u1ec7c gi\u00fap \u0111\u1ee1 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 h\u01a1n.<\/li>\n\n\n\n<li>Ch\u1ea1y tr\u00ean \u0111\u01b0\u1ee3c h\u1ea7u h\u1ebft c\u00e1c n\u1ec1n t\u1ea3ng hi\u1ec7n nay.<\/li>\n<\/ul>\n\n\n\n<p><strong>Xem th\u00eam<\/strong>: <a href=\"https:\/\/idconline.vn\/blog\/coding-va-programming-dau-la-su-khac-biet.html\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Coding v\u00e0 Programming: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span id=\"Ket_Luan\">K\u1ebft Lu\u1eadn<\/span><\/h2>\n\n\n\n<p>AI c\u00f3 th\u1ec3 khi\u1ebfn m\u1ed9t ph\u1ea7n c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n tr\u1edf ch\u1eadm ch\u1ea1p, do kh\u1ea3 n\u0103ng c\u1ee7a m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n m\u1ed9t s\u1ed1 t\u00e1c v\u1ee5 hi\u1ec7u qu\u1ea3 h\u01a1n con ng\u01b0\u1eddi. Tuy nhi\u00ean, \u0111\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi h\u1ecdc Python, c\u0169ng nh\u01b0 nh\u1eefng c\u00f4ng c\u1ee5 kh\u00e1c, h\u1ecd v\u1eabn c\u00f3 r\u1ea5t nhi\u1ec1u c\u01a1 h\u1ed9i \u0111\u1ec3 t\u1eadn d\u1ee5ng s\u1ef1 gia t\u0103ng c\u1ee7a cu\u1ed9c c\u00e1ch m\u1ea1ng robot. Qua \u0111\u00f3 m\u1edf r\u1ed9ng n\u00f3 \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n.<\/p>\n\n\n\n<p>N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t \u0111\u1ed1i t\u00e1c cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 AI v\u00e0 \u0111\u00e1m m\u00e2y cho doanh nghi\u1ec7p, h\u00e3y \u0111\u1ebfn v\u1edbi IDC Online. <a href=\"https:\/\/idconline.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><em>IDC Online<\/em><\/strong><\/a> cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 th\u00f4ng tin v\u00e0 \u0111\u00e1m m\u00e2y cho doanh nghi\u1ec7p. N\u00f3 bao g\u1ed3m c\u1ea3 c\u00e1c gi\u1ea3i ph\u00e1p AI, Big Data v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p kh\u00e1c li\u00ean quan \u0111\u1ebfn c\u00f4ng ngh\u1ec7 th\u00f4ng tin. V\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia gi\u00e0u kinh nghi\u1ec7m v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn, IDC Online s\u1ebd gi\u00fap doanh nghi\u1ec7p c\u1ee7a b\u1ea1n t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 nh\u1ea5t.<\/p>\n\n\n\n<p>H\u00e3y truy c\u1eadp v\u00e0o trang web <a href=\"https:\/\/idconline.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/idconline.vn\/<\/a> c\u1ee7a IDC Online \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin chi ti\u1ebft. Ho\u1eb7c n\u1ebfu b\u1ea1n c\u00f3 v\u1ea5n \u0111\u1ec1 g\u00ec c\u1ea7n gi\u1ea3i \u0111\u00e1p h\u00e3y li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i qua <strong>hotline<\/strong>: 19006452. IDC Online lu\u00f4n \u1edf \u0111\u00e2y \u0111\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ed3ng h\u00e0nh c\u00f9ng b\u1ea1n<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-2\">\n<div class=\"wp-block-column is-layout-flow\" style=\"flex-basis:100%\">\n<!--more-->\n\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/idconline.vn\/blog\/vps-la-gi-top-7-vps-tot-nhat-nen-mua-2024\/\">VPS l\u00e0 g\u00ec? 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Ch\u00fang ta s\u1ebd t\u00ecm hi\u1ec3u v\u1ec1 python &#8211; m\u1ed9t trong nh\u1eefng ng\u00f4n&nbsp;ng\u1eef s\u1ebd th\u1ed1ng tr\u1ecb n\u0103m 2023 M\u1ee5c l\u1ee5cV\u1ea5n \u0111\u1ec1 \u0111\u1eb7t raDoanh Nghi\u1ec7p \u0111ang \u0111i \u0111\u1ea7u v\u1ec1 l\u0129nh v\u1ef1c tr\u00ed [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":9106,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[2921],"tags":[2906,2853,21,37,35,2854,2851,2911,2913,2866,2857,2910,28],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.10 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Chinh ph\u1ee5c l\u0129nh v\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), h\u00e3y h\u1ecdc Python 2023<\/title>\n<meta name=\"description\" content=\"C\u00e1c k\u1ef9 n\u0103ng v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, h\u1ecdc m\u00e1y v\u00e0 c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef 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