{"id":16393,"date":"2026-04-07T14:37:48","date_gmt":"2026-04-07T07:37:48","guid":{"rendered":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/?p=16393"},"modified":"2026-05-19T17:29:29","modified_gmt":"2026-05-19T10:29:29","slug":"ai-engineer-fresher-la-gi","status":"publish","type":"post","link":"https:\/\/mb668s.com\/cam-nang-7mb66-xoc-dia\/tu-van-nghe-nghiep\/ai-engineer-fresher-la-gi","title":{"rendered":"AI Engineer Fresher l\u00e0 g\u00ec? C\u00f4ng vi\u1ec7c, k\u1ef9 n\u0103ng v\u00e0 l\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n"},"content":{"rendered":"\n
Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111ang len l\u1ecfi v\u00e0o m\u1ecdi s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7, k\u00e9o theo nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng nh\u00e2n s\u1ef1 tr\u1ebb trong l\u0129nh v\u1ef1c n\u00e0y t\u0103ng nhanh t\u1ea1i Vi\u1ec7t Nam. Nhi\u1ec1u b\u1ea1n sinh vi\u00ean c\u00f4ng ngh\u1ec7 th\u00f4ng tin b\u0103n kho\u0103n AI engineer fresher l\u00e0 g\u00ec<\/strong>, c\u00f4ng vi\u1ec7c th\u1ef1c t\u1ebf ra sao v\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 b\u01b0\u1edbc ch\u00e2n v\u00e0o ng\u00e0nh K\u1ef9 s\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI Engineer) khi ch\u01b0a c\u00f3 kinh nghi\u1ec7m. B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd gi\u00fap b\u1ea1n h\u00ecnh dung r\u00f5 r\u00e0ng v\u1ec1 v\u1ecb tr\u00ed kh\u1edfi \u0111\u1ea7u n\u00e0y.<\/p>\n\n\n\n \u2013 AI Engineer Fresher l\u00e0 v\u1ecb tr\u00ed kh\u1edfi \u0111\u1ea7u trong ng\u00e0nh K\u1ef9 s\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, d\u00e0nh cho ng\u01b0\u1eddi m\u1edbi t\u1ed1t nghi\u1ec7p d\u01b0\u1edbi 1 n\u0103m kinh nghi\u1ec7m.<\/p>\n \u2013 C\u00f4ng vi\u1ec7c ch\u1ee7 y\u1ebfu xoay quanh x\u1eed l\u00fd d\u1eef li\u1ec7u, h\u1ed7 tr\u1ee3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh H\u1ecdc m\u00e1y (Machine Learning) v\u00e0 H\u1ecdc s\u00e2u (Deep Learning).<\/p>\n \u2013 K\u1ef9 n\u0103ng c\u1ed1t l\u00f5i g\u1ed3m Python, to\u00e1n x\u00e1c su\u1ea5t, th\u01b0 vi\u1ec7n TensorFlow, PyTorch, scikit-learn c\u00f9ng n\u1ec1n t\u1ea3ng thu\u1eadt to\u00e1n v\u1eefng.<\/p>\n \u2013 L\u1ed9 tr\u00ecnh \u0111i\u1ec3n h\u00ecnh: Fresher \u2192 Junior \u2192 Middle \u2192 Senior \u2192 Lead\/Manager, m\u1ed7i c\u1ea5p \u0111\u1ed9 g\u1eafn v\u1edbi n\u0103m kinh nghi\u1ec7m v\u00e0 ph\u1ea1m vi tr\u00e1ch nhi\u1ec7m kh\u00e1c nhau.<\/p>\n<\/div>\n\n\n\n AI Engineer Fresher l\u00e0 c\u00e1ch g\u1ecdi v\u1ecb tr\u00ed K\u1ef9 s\u01b0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI Engineer) \u1edf c\u1ea5p \u0111\u1ed9 m\u1edbi v\u00e0o ngh\u1ec1, th\u01b0\u1eddng \u00e1p d\u1ee5ng cho \u1ee9ng vi\u00ean v\u1eeba t\u1ed1t nghi\u1ec7p \u0111\u1ea1i h\u1ecdc ho\u1eb7c c\u00f3 d\u01b0\u1edbi 12 th\u00e1ng kinh nghi\u1ec7m l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf. \u1ede giai \u0111o\u1ea1n n\u00e0y, ng\u01b0\u1eddi l\u00e0m ch\u01b0a \u0111\u01b0\u1ee3c giao to\u00e0n b\u1ed9 quy tr\u00ecnh x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng AI, m\u00e0 \u0111\u00f3ng vai tr\u00f2 h\u1ed7 tr\u1ee3 trong nh\u00f3m ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh, t\u1eeb thu th\u1eadp d\u1eef li\u1ec7u, ti\u1ec1n x\u1eed l\u00fd, \u0111\u1ebfn ch\u1ea1y th\u1eed nghi\u1ec7m d\u01b0\u1edbi s\u1ef1 h\u01b0\u1edbng d\u1eabn c\u1ee7a Senior.<\/p>\n\n\n\n Kh\u00e1c v\u1edbi th\u1ef1c t\u1eadp sinh ch\u1ec9 l\u00e0m v\u00e0i th\u00e1ng theo ch\u01b0\u01a1ng tr\u00ecnh c\u1ee7a tr\u01b0\u1eddng, Fresher \u0111\u00e3 k\u00fd h\u1ee3p \u0111\u1ed3ng lao \u0111\u1ed9ng ch\u00ednh th\u1ee9c v\u00e0 \u0111\u01b0\u1ee3c t\u00ednh l\u00e0 nh\u00e2n s\u1ef1 trong s\u01a1 \u0111\u1ed3 t\u1ed5 ch\u1ee9c. Tuy nhi\u00ean, doanh nghi\u1ec7p v\u1eabn xem \u0111\u00e2y l\u00e0 giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o, n\u00ean \u00e1p l\u1ef1c KPI th\u01b0\u1eddng nh\u1eb9 h\u01a1n so v\u1edbi Junior hay Middle. \u0110\u00e2y l\u00e0 kho\u1ea3ng th\u1eddi gian quan tr\u1ecdng \u0111\u1ec3 ng\u01b0\u1eddi m\u1edbi t\u00edch l\u0169y n\u1ec1n t\u1ea3ng v\u00e0 l\u00e0m quen v\u0103n h\u00f3a k\u1ef9 thu\u1eadt trong c\u00f4ng ty.<\/p>\n\n\n\n “V\u1ecb tr\u00ed Fresher kh\u00f4ng y\u00eau c\u1ea7u b\u1ea1n bi\u1ebft t\u1ea5t c\u1ea3 m\u1ecdi th\u1ee9, m\u00e0 y\u00eau c\u1ea7u b\u1ea1n h\u1ecdc \u0111\u01b0\u1ee3c m\u1ecdi th\u1ee9 trong th\u1eddi gian ng\u1eafn nh\u1ea5t c\u00f3 th\u1ec3.” \u2013 M\u1ed9t c\u00e2u n\u00f3i ph\u1ed5 bi\u1ebfn trong c\u1ed9ng \u0111\u1ed3ng AI Engineer Vi\u1ec7t Nam.<\/p>\n\n<\/blockquote>\n\n\n\n Trong c\u00e1c tin tuy\u1ec3n d\u1ee5ng, b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft g\u1eb7p nhi\u1ec1u bi\u1ebfn th\u1ec3 nh\u01b0 “AI Developer Fresher”, “Machine Learning Engineer Fresher” hay “Junior AI Engineer”. V\u1ec1 b\u1ea3n ch\u1ea5t, c\u00e1c v\u1ecb tr\u00ed n\u00e0y kh\u00e1 t\u01b0\u01a1ng \u0111\u1ed3ng v\u1ec1 ph\u1ea1m vi c\u00f4ng vi\u1ec7c, ch\u1ec9 kh\u00e1c nhau \u1edf c\u00e1ch doanh nghi\u1ec7p \u0111\u1eb7t t\u00ean theo c\u01a1 c\u1ea5u n\u1ed9i b\u1ed9.<\/p>\n\n\n\n Ph\u1ea7n l\u1edbn th\u1eddi gian c\u1ee7a m\u1ed9t K\u1ef9 s\u01b0 AI m\u1edbi v\u00e0o ngh\u1ec1 \u0111\u01b0\u1ee3c d\u00e0nh cho d\u1eef li\u1ec7u ch\u1ee9 kh\u00f4ng ph\u1ea3i x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh t\u1eeb \u0111\u1ea7u. D\u1eef li\u1ec7u th\u00f4 lu\u00f4n c\u1ea7n l\u00e0m s\u1ea1ch, g\u00e1n nh\u00e3n, chu\u1ea9n h\u00f3a \u0111\u1ecbnh d\u1ea1ng tr\u01b0\u1edbc khi \u0111\u01b0a v\u00e0o hu\u1ea5n luy\u1ec7n, v\u00e0 \u0111\u00e2y ch\u00ednh l\u00e0 ph\u1ea7n vi\u1ec7c Fresher \u0111\u1ea3m nh\u1eadn nhi\u1ec1u nh\u1ea5t. B\u00ean c\u1ea1nh \u0111\u00f3, ng\u01b0\u1eddi m\u1edbi c\u00f2n h\u1ed7 tr\u1ee3 Senior ch\u1ea1y th\u00ed nghi\u1ec7m, ghi nh\u1eadn k\u1ebft qu\u1ea3 v\u00e0 vi\u1ebft b\u00e1o c\u00e1o so s\u00e1nh gi\u1eefa c\u00e1c phi\u00ean b\u1ea3n m\u00f4 h\u00ecnh.<\/p>\n\n\n\n C\u00e1c \u0111\u1ea7u vi\u1ec7c th\u01b0\u1eddng xu\u1ea5t hi\u1ec7n trong m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c bao g\u1ed3m:<\/p>\n\n\n\n \u2013 Thu th\u1eadp, ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh ho\u1eb7c \u00e2m thanh ph\u1ee5c v\u1ee5 b\u00e0i to\u00e1n H\u1ecdc m\u00e1y (Machine Learning).<\/p>\n\n\n\n \u2013 Vi\u1ebft script Python \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c b\u01b0\u1edbc l\u00e0m s\u1ea1ch v\u00e0 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u.<\/p>\n\n\n\n \u2013 H\u1ed7 tr\u1ee3 hu\u1ea5n luy\u1ec7n v\u00e0 tinh ch\u1ec9nh m\u00f4 h\u00ecnh H\u1ecdc s\u00e2u (Deep Learning) v\u1edbi TensorFlow, PyTorch ho\u1eb7c Keras.<\/p>\n\n\n\n \u2013 \u0110\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1c ch\u1ec9 s\u1ed1 nh\u01b0 accuracy, precision, recall, F1-score v\u00e0 tr\u00ecnh b\u00e0y k\u1ebft qu\u1ea3 cho team.<\/p>\n\n\n\n \u2013 \u0110\u1ecdc t\u00e0i li\u1ec7u nghi\u00ean c\u1ee9u v\u00e0 t\u00f3m t\u1eaft ph\u01b0\u01a1ng ph\u00e1p m\u1edbi cho c\u00e1c bu\u1ed5i sharing n\u1ed9i b\u1ed9.<\/p>\n\n\n\n
<\/figure>\n\n\n\n1. AI Engineer Fresher l\u00e0 g\u00ec?<\/h2>\n\n\n\n
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2. C\u00f4ng vi\u1ec7c h\u1eb1ng ng\u00e0y c\u1ee7a m\u1ed9t AI Engineer Fresher<\/h2>\n\n\n\n