{"id":29306,"date":"2026-09-14T09:30:00","date_gmt":"2026-09-14T02:30:00","guid":{"rendered":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/?p=29306"},"modified":"2026-09-14T16:52:31","modified_gmt":"2026-09-14T09:52:31","slug":"machine-learning-engineer-la-gi","status":"publish","type":"post","link":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/tu-van-nghe-nghiep\/machine-learning-engineer-la-gi","title":{"rendered":"Machine learning engineer l\u00e0 g\u00ec v\u00e0 l\u00e0m g\u00ec trong doanh nghi\u1ec7p Vi\u1ec7t"},"content":{"rendered":"

Tin tuy\u1ec3n d\u1ee5ng c\u00f4ng ngh\u1ec7 Vi\u1ec7t Nam nh\u1eafc t\u1edbi v\u1ecb tr\u00ed n\u00e0y ng\u00e0y c\u00e0ng nhi\u1ec1u, nh\u01b0ng m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c l\u1ea1i kh\u00e1c nhau. C\u00e2u h\u1ecfi machine learning engineer l\u00e0 g\u00ec<\/strong> th\u01b0\u1eddng ch\u1ec9 nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t \u0111\u1ecbnh ngh\u0129a ng\u1eafn, trong khi \u0111i\u1ec1u ng\u01b0\u1eddi \u0111i l\u00e0m c\u1ea7n bi\u1ebft n\u1eb1m \u1edf ranh gi\u1edbi tr\u00e1ch nhi\u1ec7m, b\u1ed9 c\u00f4ng c\u1ee5 v\u00e0 c\u00e1ch th\u1ecb tr\u01b0\u1eddng trong n\u01b0\u1edbc m\u00f4 t\u1ea3 vai tr\u00f2 n\u00e0y.<\/p>\n

\"machine<\/p>\n

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T\u1ed5ng quan nhanh<\/strong><\/p>\n

\u2013 K\u1ef9 s\u01b0 h\u1ecdc m\u00e1y \u0111\u01b0a m\u00f4 h\u00ecnh t\u1eeb notebook th\u00ed nghi\u1ec7m th\u00e0nh d\u1ecbch v\u1ee5 ch\u1ea1y \u1ed5n \u0111\u1ecbnh trong h\u1ec7 th\u1ed1ng s\u1ea3n xu\u1ea5t.<\/p>\n

\u2013 Ph\u1ea7n l\u1edbn th\u1eddi gian d\u00e0nh cho d\u1eef li\u1ec7u, pipeline v\u00e0 gi\u00e1m s\u00e1t m\u00f4 h\u00ecnh ch\u1ee9 kh\u00f4ng ph\u1ea3i ch\u1ecdn thu\u1eadt to\u00e1n m\u1edbi.<\/p>\n

\u2013 Ranh gi\u1edbi v\u1edbi data scientist, data engineer v\u00e0 MLOps engineer b\u1ecb nh\u1eadp nh\u1eb1ng trong h\u1ea7u h\u1ebft tin tuy\u1ec3n d\u1ee5ng.<\/p>\n

\u2013 Ng\u01b0\u1eddi c\u00f3 n\u1ec1n backend ho\u1eb7c data analyst chuy\u1ec3n sang kh\u00e1 thu\u1eadn n\u1ebfu c\u00f3 portfolio tri\u1ec3n khai th\u1eadt.<\/p>\n<\/div>\n

1. Machine learning engineer l\u00e0 g\u00ec trong m\u1ed9t \u0111o\u1ea1n ng\u1eafn<\/h2>\n

K\u1ef9 s\u01b0 h\u1ecdc m\u00e1y (Machine Learning Engineer) l\u00e0 ng\u01b0\u1eddi bi\u1ebfn m\u1ed9t m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y t\u1eeb tr\u1ea1ng th\u00e1i ch\u1ea1y tr\u00ean m\u00e1y c\u00e1 nh\u00e2n th\u00e0nh d\u1ecbch v\u1ee5 ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh trong h\u1ec7 th\u1ed1ng th\u1eadt, ph\u1ee5c v\u1ee5 h\u00e0ng ngh\u00ecn y\u00eau c\u1ea7u m\u1ed7i ph\u00fat v\u00e0 theo d\u00f5i \u0111\u01b0\u1ee3c khi ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 \u0111o\u00e1n \u0111i xu\u1ed1ng. \u0110\u00e2y l\u00e0 v\u1ecb tr\u00ed n\u1eb1m gi\u1eefa khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m, nghi\u00eang h\u1eb3n v\u1ec1 ph\u00eda k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m. N\u1ebfu c\u1ea7n n\u1ec1n t\u1ea3ng kh\u00e1i ni\u1ec7m, b\u00e0i vi\u1ebft v\u1ec1 Machine Learning<\/a> tr\u00ean CareerLink gi\u1ea3i th\u00edch c\u01a1 ch\u1ebf h\u1ecdc t\u1eeb d\u1eef li\u1ec7u v\u00e0 c\u00e1c nh\u00f3m thu\u1eadt to\u00e1n ph\u1ed5 bi\u1ebfn.<\/p>\n

Nhi\u1ec1u ng\u01b0\u1eddi h\u00ecnh dung c\u00f4ng vi\u1ec7c n\u00e0y gi\u1ed1ng nh\u00e0 nghi\u00ean c\u1ee9u, ng\u1ed3i th\u1eed c\u00e1c ki\u1ebfn tr\u00fac m\u1ea1ng n\u01a1-ron v\u00e0 \u0111\u1ecdc paper m\u1ed7i ng\u00e0y. Th\u1ef1c t\u1ebf \u1edf doanh nghi\u1ec7p, ph\u1ea7n nghi\u00ean c\u1ee9u chi\u1ebfm t\u1ef7 tr\u1ecdng nh\u1ecf. C\u00e2u h\u1ecfi k\u1ef9 s\u01b0 h\u1ecdc m\u00e1y ph\u1ea3i tr\u1ea3 l\u1eddi l\u00e0 “m\u00f4 h\u00ecnh n\u00e0y c\u00f3 ch\u1ea1y \u0111\u01b0\u1ee3c v\u1edbi d\u1eef li\u1ec7u b\u1ea9n, c\u00f3 ph\u1ee5c h\u1ed3i khi d\u1ecbch v\u1ee5 upstream l\u1ed7i, v\u00e0 sau s\u00e1u th\u00e1ng c\u00f2n d\u00f9ng \u0111\u01b0\u1ee3c kh\u00f4ng”.<\/p>\n

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M\u1ed9t m\u00f4 h\u00ecnh \u0111\u1ea1t ch\u1ec9 s\u1ed1 \u0111\u1eb9p tr\u00ean t\u1eadp ki\u1ec3m th\u1eed nh\u01b0ng kh\u00f4ng ai g\u1ecdi \u0111\u01b0\u1ee3c API c\u1ee7a n\u00f3 th\u00ec v\u1eabn ch\u1ec9 l\u00e0 m\u1ed9t file n\u1eb1m tr\u00ean \u1ed5 c\u1ee9ng.<\/em><\/p>\n<\/blockquote>\n

2. M\u1ed9t ng\u00e0y l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf c\u1ee7a k\u1ef9 s\u01b0 h\u1ecdc m\u00e1y<\/h2>\n

Nh\u1ecbp c\u00f4ng vi\u1ec7c g\u1eafn v\u1edbi h\u1ec7 th\u1ed1ng \u0111ang ch\u1ea1y ch\u1ee9 kh\u00f4ng theo chu k\u1ef3 d\u1ef1 \u00e1n d\u00e0i. Bu\u1ed5i s\u00e1ng th\u01b0\u1eddng b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c m\u1edf dashboard gi\u00e1m s\u00e1t \u0111\u1ec3 xem ch\u1ec9 s\u1ed1 c\u1ee7a m\u00f4 h\u00ecnh \u0111ang ph\u1ee5c v\u1ee5 ng\u01b0\u1eddi d\u00f9ng: \u0111\u1ed9 tr\u1ec5, t\u1ef7 l\u1ec7 l\u1ed7i v\u00e0 ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o. Khi ph\u00e2n ph\u1ed1i l\u1ec7ch kh\u1ecfi d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, hi\u1ec7n t\u01b0\u1ee3ng model drift xu\u1ea5t hi\u1ec7n v\u00e0 k\u1ef9 s\u01b0 ph\u1ea3i quy\u1ebft \u0111\u1ecbnh hu\u1ea5n luy\u1ec7n l\u1ea1i hay ch\u1edd th\u00eam d\u1eef li\u1ec7u. Ph\u1ea7n c\u00f2n l\u1ea1i c\u1ee7a ng\u00e0y chia cho ba nh\u00f3m vi\u1ec7c.<\/p>\n

\u2013 Vi\u1ebft v\u00e0 s\u1eeda pipeline d\u1eef li\u1ec7u b\u1eb1ng Airflow \u0111\u1ec3 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt theo l\u1ecbch.<\/p>\n

\u2013 Ch\u1ea1y th\u00ed nghi\u1ec7m hu\u1ea5n luy\u1ec7n v\u1edbi PyTorch, TensorFlow ho\u1eb7c scikit-learn r\u1ed3i ghi tham s\u1ed1 v\u00e0 k\u1ebft qu\u1ea3 b\u1eb1ng MLflow \u0111\u1ec3 so s\u00e1nh c\u00e1c phi\u00ean b\u1ea3n.<\/p>\n

\u2013 \u0110\u00f3ng g\u00f3i m\u00f4 h\u00ecnh b\u1eb1ng Docker, tri\u1ec3n khai l\u00ean Kubernetes r\u1ed3i thi\u1ebft l\u1eadp A\/B testing \u0111\u1ec3 \u0111o t\u00e1c \u0111\u1ed9ng th\u1eadt l\u00ean ch\u1ec9 s\u1ed1 kinh doanh.<\/p>\n

Xen gi\u1eefa \u0111\u00f3 l\u00e0 trao \u0111\u1ed5i v\u1edbi nh\u00f3m s\u1ea3n ph\u1ea9m v\u1ec1 ng\u01b0\u1ee1ng ch\u1ea5p nh\u1eadn sai s\u00f3t v\u00e0 v\u1edbi nh\u00f3m d\u1eef li\u1ec7u v\u1ec1 vi\u1ec7c b\u1ed5 sung tr\u01b0\u1eddng m\u1edbi v\u00e0o feature store.<\/p>\n

3. Ranh gi\u1edbi tr\u00e1ch nhi\u1ec7m v\u1edbi data scientist, data engineer v\u00e0 MLOps engineer<\/h2>\n

B\u1ed1n vai tr\u00f2 n\u00e0y ch\u1ed3ng l\u1ea5n nhau nhi\u1ec1u v\u00e0 c\u00e1ch ph\u00e2n chia thay \u0111\u1ed5i theo quy m\u00f4 c\u00f4ng ty. \u1ede \u0111\u1ed9i d\u01b0\u1edbi m\u01b0\u1eddi ng\u01b0\u1eddi, m\u1ed9t ng\u01b0\u1eddi c\u00f3 th\u1ec3 \u00f4m c\u1ea3 b\u1ed1n ph\u1ea7n vi\u1ec7c; \u1edf ng\u00e2n h\u00e0ng ho\u1eb7c s\u00e0n th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed c\u00f3 \u0111\u1ed9i d\u1eef li\u1ec7u v\u00e0i ch\u1ee5c ng\u01b0\u1eddi, m\u1ed7i vai tr\u00f2 c\u00f3 s\u1ea3n ph\u1ea9m b\u00e0n giao ri\u00eang. B\u1ea3ng d\u01b0\u1edbi t\u00f3m t\u1eaft kh\u00e1c bi\u1ec7t \u0111\u00f3.<\/p>\n\n\n\n\n\n\n
Vai tr\u00f2<\/th>\nC\u00e2u h\u1ecfi tr\u1ecdng t\u00e2m<\/th>\nS\u1ea3n ph\u1ea9m b\u00e0n giao<\/th>\nC\u00f4ng c\u1ee5 ti\u00eau bi\u1ec3u<\/th>\n<\/tr>\n
K\u1ef9 s\u01b0 h\u1ecdc m\u00e1y (ML Engineer)<\/td>\nM\u00f4 h\u00ecnh ch\u1ea1y \u1ed5n \u0111\u1ecbnh trong s\u1ea3n xu\u1ea5t b\u1eb1ng c\u00e1ch n\u00e0o?<\/td>\nD\u1ecbch v\u1ee5 d\u1ef1 \u0111o\u00e1n c\u00f3 API, pipeline hu\u1ea5n luy\u1ec7n l\u1ea1i, h\u1ec7 th\u1ed1ng gi\u00e1m s\u00e1t<\/td>\nPyTorch, MLflow, Docker, Kubernetes<\/td>\n<\/tr>\n
Nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u (Data Scientist)<\/td>\nB\u00e0i to\u00e1n kinh doanh n\u00ean m\u00f4 h\u00ecnh h\u00f3a ra sao?<\/td>\nPh\u00e2n t\u00edch, gi\u1ea3 thuy\u1ebft, m\u00f4 h\u00ecnh th\u1eed nghi\u1ec7m, b\u00e1o c\u00e1o t\u00e1c \u0111\u1ed9ng<\/td>\nPython, scikit-learn, SQL, notebook<\/td>\n<\/tr>\n
K\u1ef9 s\u01b0 d\u1eef li\u1ec7u (Data Engineer)<\/td>\nD\u1eef li\u1ec7u s\u1ea1ch \u0111\u1ebfn kho \u0111\u00fang gi\u1edd b\u1eb1ng c\u00e1ch n\u00e0o?<\/td>\nKho d\u1eef li\u1ec7u, pipeline ETL, b\u1ea3ng v\u00e0 feature store<\/td>\nSpark, Airflow, Kafka, dbt<\/td>\n<\/tr>\n
K\u1ef9 s\u01b0 MLOps (MLOps Engineer)<\/td>\nV\u00f2ng \u0111\u1eddi m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a th\u1ebf n\u00e0o?<\/td>\nH\u1ea1 t\u1ea7ng CI\/CD cho m\u00f4 h\u00ecnh, model registry, ch\u00ednh s\u00e1ch ph\u00e1t h\u00e0nh<\/td>\nKubeflow, Terraform, Prometheus<\/td>\n<\/tr>\n<\/table>\n

C\u00e1ch ph\u00e2n bi\u1ec7t nhanh nhi\u1ec1u qu\u1ea3n l\u00fd tuy\u1ec3n d\u1ee5ng d\u00f9ng: data scientist tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi kinh doanh, data engineer lo d\u1eef li\u1ec7u \u0111i \u0111\u00fang \u0111\u01b0\u1eddng, c\u00f2n machine learning engineer ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho m\u00e3 ch\u1ea1y trong s\u1ea3n xu\u1ea5t v\u00e0 ch\u1ea5t l\u01b0\u1ee3ng d\u1ef1 \u0111o\u00e1n theo th\u1eddi gian. B\u1ea1n c\u00f3 th\u1ec3 m\u1edf c\u00e1c tin vi\u1ec7c l\u00e0m CNTT<\/a> \u0111ang tuy\u1ec3n tr\u00ean CareerLink \u0111\u1ec3 \u0111\u1ed1i chi\u1ebfu m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c th\u1ef1c t\u1ebf c\u1ee7a t\u1eebng v\u1ecb tr\u00ed tr\u01b0\u1edbc khi ch\u1ecdn h\u01b0\u1edbng \u0111i.<\/p>\n

4. Nh\u00e0 tuy\u1ec3n d\u1ee5ng Vi\u1ec7t Nam th\u1ef1c s\u1ef1 \u0111\u00f2i g\u00ec trong m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c<\/h2>\n

\u0110\u1ecdc k\u1ef9 v\u00e0i ch\u1ee5c tin tuy\u1ec3n d\u1ee5ng trong n\u01b0\u1edbc s\u1ebd th\u1ea5y kho\u1ea3ng c\u00e1ch gi\u1eefa h\u00ecnh dung ph\u1ed5 bi\u1ebfn v\u00e0 y\u00eau c\u1ea7u th\u1eadt. Ki\u1ebfn th\u1ee9c thu\u1eadt to\u00e1n ch\u1ec9 chi\u1ebfm ph\u1ea7n nh\u1ecf, ph\u1ea7n c\u00f2n l\u1ea1i thu\u1ed9c v\u1ec1 k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m v\u00e0 d\u1eef li\u1ec7u, \u0111\u00e2y l\u00e0 l\u00fd do nhi\u1ec1u \u1ee9ng vi\u00ean gi\u1ecfi l\u00fd thuy\u1ebft v\u1eabn tr\u01b0\u1ee3t v\u00f2ng k\u1ef9 thu\u1eadt. Y\u00eau c\u1ea7u l\u1eb7p l\u1ea1i nhi\u1ec1u nh\u1ea5t v\u1edbi v\u1ecb tr\u00ed machine learning engineer t\u1ea1i Vi\u1ec7t Nam g\u1ed3m:<\/p>\n

\u2013 Th\u00e0nh th\u1ea1o Python \u1edf m\u1ee9c vi\u1ebft \u0111\u01b0\u1ee3c d\u1ecbch v\u1ee5 c\u00f3 ki\u1ec3m th\u1eed, kh\u00f4ng d\u1eebng \u1edf script trong notebook.<\/p>\n

\u2013 S\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c m\u1ed9t framework h\u1ecdc s\u00e2u nh\u01b0 PyTorch ho\u1eb7c TensorFlow, c\u00f9ng scikit-learn cho m\u00f4 h\u00ecnh d\u1ea1ng b\u1ea3ng.<\/p>\n

\u2013 Vi\u1ebft \u0111\u01b0\u1ee3c truy v\u1ea5n SQL ph\u1ee9c t\u1ea1p v\u00e0 hi\u1ec3u c\u1ea5u tr\u00fac kho d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p.<\/p>\n

\u2013 Bi\u1ebft \u0111\u00f3ng g\u00f3i \u1ee9ng d\u1ee5ng b\u1eb1ng Docker v\u00e0 n\u1eafm kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n v\u1ec1 Kubernetes, CI\/CD.<\/p>\n

\u2013 C\u00f3 kinh nghi\u1ec7m v\u1edbi m\u1ed9t c\u00f4ng c\u1ee5 theo d\u00f5i th\u00ed nghi\u1ec7m nh\u01b0 MLflow v\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 \u0111i\u1ec1u ph\u1ed1i nh\u01b0 Airflow.<\/p>\n

Doanh nghi\u1ec7p l\u00e0m s\u1ea3n ph\u1ea9m ng\u00f4n ng\u1eef ho\u1eb7c t\u00ecm ki\u1ebfm c\u00f2n h\u1ecfi th\u00eam v\u1ec1 vector database. \u0110i\u1ec3m chung l\u00e0 nh\u00e0 tuy\u1ec3n d\u1ee5ng mu\u1ed1n th\u1ea5y b\u1eb1ng ch\u1ee9ng b\u1ea1n \u0111\u00e3 \u0111\u01b0a th\u1ee9 g\u00ec \u0111\u00f3 l\u00ean m\u00f4i tr\u01b0\u1eddng th\u1eadt.<\/p>\n

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L\u01b0u \u00fd khi \u0111\u1ecdc tin tuy\u1ec3n d\u1ee5ng<\/strong><\/p>\n

\u2013 Nhi\u1ec1u tin ghi ti\u00eau \u0111\u1ec1 machine learning engineer nh\u01b0ng ph\u1ea7n vi\u1ec7c m\u00f4 t\u1ea3 l\u1ea1i nghi\u00eang v\u1ec1 x\u00e2y pipeline d\u1eef li\u1ec7u, t\u1ee9c vai tr\u00f2 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u.<\/p>\n

\u2013 M\u1ed9t s\u1ed1 tin d\u00f9ng chung ti\u00eau \u0111\u1ec1 cho v\u1ecb tr\u00ed ph\u00e2n t\u00edch, v\u1edbi s\u1ea3n ph\u1ea9m b\u00e0n giao l\u00e0 b\u00e1o c\u00e1o thay v\u00ec d\u1ecbch v\u1ee5 d\u1ef1 \u0111o\u00e1n.<\/p>\n

\u2013 N\u00ean h\u1ecfi th\u1eb3ng trong bu\u1ed5i ph\u1ecfng v\u1ea5n v\u1ec1 s\u1ea3n ph\u1ea9m b\u00e0n giao v\u00e0 t\u1ef7 l\u1ec7 th\u1eddi gian cho t\u1eebng nh\u00f3m vi\u1ec7c.<\/p>\n<\/div>\n

5. K\u1ef9 s\u01b0 h\u1ecdc m\u00e1y l\u00e0m g\u00ec trong fintech, ng\u00e2n h\u00e0ng v\u00e0 th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed Vi\u1ec7t Nam<\/h2>\n

B\u1ed1i c\u1ea3nh trong n\u01b0\u1edbc t\u1ea1o ra nh\u00f3m b\u00e0i to\u00e1n \u0111\u1eb7c th\u00f9, kh\u00e1c v\u1edbi v\u00ed d\u1ee5 trong t\u00e0i li\u1ec7u n\u01b0\u1edbc ngo\u00e0i. T\u1ed5 ch\u1ee9c t\u00e0i ch\u00ednh v\u00e0 n\u1ec1n t\u1ea3ng b\u00e1n l\u1ebb tr\u1ef1c tuy\u1ebfn tuy\u1ec3n v\u1ecb tr\u00ed n\u00e0y nhi\u1ec1u nh\u1ea5t, v\u00ec h\u1ecd c\u00f3 d\u1eef li\u1ec7u giao d\u1ecbch quy m\u00f4 l\u1edbn v\u00e0 ch\u1ec9 s\u1ed1 kinh doanh \u0111o \u0111\u01b0\u1ee3c ngay khi m\u00f4 h\u00ecnh l\u00ean s\u1ea3n xu\u1ea5t.<\/p>\n

\u2013 Ch\u1ea5m \u0111i\u1ec3m t\u00edn d\u1ee5ng cho kh\u00e1ch h\u00e0ng \u00edt l\u1ecbch s\u1eed vay, n\u01a1i m\u00f4 h\u00ecnh ph\u1ea3i d\u00f9ng d\u1eef li\u1ec7u thay th\u1ebf v\u00e0 ch\u1ecbu r\u00e0ng bu\u1ed9c gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c t\u1eeb qu\u1ea3n tr\u1ecb r\u1ee7i ro.<\/p>\n

\u2013 G\u1ee3i \u00fd s\u1ea3n ph\u1ea9m tr\u00ean s\u00e0n th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, k\u1ebft h\u1ee3p m\u00f4 h\u00ecnh x\u1ebfp h\u1ea1ng v\u1edbi vector database \u0111\u1ec3 truy h\u1ed3i theo th\u1eddi gian th\u1ef1c.<\/p>\n

\u2013 Ph\u00e1t hi\u1ec7n gian l\u1eadn trong giao d\u1ecbch th\u1ebb v\u00e0 v\u00ed \u0111i\u1ec7n t\u1eed, \u0111\u00f2i h\u1ecfi \u0111\u1ed9 tr\u1ec5 r\u1ea5t th\u1ea5p v\u00e0 c\u01a1 ch\u1ebf c\u1eadp nh\u1eadt nhanh khi th\u1ee7 \u0111o\u1ea1n thay \u0111\u1ed5i.<\/p>\n

\u2013 X\u1eed l\u00fd \u1ea3nh gi\u1ea5y t\u1edd v\u00e0 v\u0103n b\u1ea3n ti\u1ebfng Vi\u1ec7t b\u1eb1ng OCR ph\u1ee5c v\u1ee5 \u0111\u1ecbnh danh kh\u00e1ch h\u00e0ng \u0111i\u1ec7n t\u1eed, g\u1eafn v\u1edbi y\u00eau c\u1ea7u b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u00e1 nh\u00e2n hi\u1ec7n h\u00e0nh.<\/p>\n

B\u1ed1n nh\u00f3m b\u00e0i to\u00e1n n\u00e0y gi\u1ea3i th\u00edch v\u00ec sao kinh nghi\u1ec7m nghi\u1ec7p v\u1ee5 \u0111\u01b0\u1ee3c coi tr\u1ecdng ngang k\u1ef9 n\u0103ng m\u00f4 h\u00ecnh h\u00f3a. Ng\u01b0\u1eddi hi\u1ec3u quy tr\u00ecnh duy\u1ec7t vay ho\u1eb7c lu\u1ed3ng thanh to\u00e1n s\u1ebd \u0111\u1eb7t c\u00e2u h\u1ecfi \u0111\u00fang h\u01a1n v\u1ec1 nh\u00e3n d\u1eef li\u1ec7u v\u00e0 chi ph\u00ed sai s\u00f3t.<\/p>\n

V\u00ec sao nhi\u1ec1u tin tuy\u1ec3n d\u1ee5ng g\u1ed9p hai vai tr\u00f2 l\u00e0m m\u1ed9t<\/h3>\n

Ph\u1ea7n l\u1edbn doanh nghi\u1ec7p Vi\u1ec7t Nam \u0111ang \u1edf giai \u0111o\u1ea1n \u0111\u1ea7u c\u1ee7a h\u00e0nh tr\u00ecnh d\u1eef li\u1ec7u, h\u1ea1 t\u1ea7ng c\u00f2n thi\u1ebfu v\u00e0 s\u1ed1 m\u00f4 h\u00ecnh ch\u1ea1y th\u1eadt ch\u01b0a nhi\u1ec1u. Tuy\u1ec3n m\u1ed9t ng\u01b0\u1eddi v\u1eeba d\u1ef1ng \u0111\u01b0\u1ee3c pipeline v\u1eeba hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh s\u1ebd ti\u1ebft ki\u1ec7m h\u01a1n tuy\u1ec3n hai v\u1ecb tr\u00ed ri\u00eang. \u1ee8ng vi\u00ean v\u00ec th\u1ebf n\u00ean chu\u1ea9n b\u1ecb c\u1ea3 k\u1ef9 n\u0103ng d\u1eef li\u1ec7u l\u1eabn k\u1ef9 n\u0103ng m\u00f4 h\u00ecnh.<\/p>\n

\"machine<\/p>\n

6. L\u1ed9 tr\u00ecnh v\u00e0o ngh\u1ec1 cho ng\u01b0\u1eddi \u0111ang \u0111i l\u00e0m t\u1ea1i Vi\u1ec7t Nam<\/h2>\n

Hai xu\u1ea5t ph\u00e1t \u0111i\u1ec3m ph\u1ed5 bi\u1ebfn l\u00e0 l\u1eadp tr\u00ecnh vi\u00ean backend v\u00e0 chuy\u00ean vi\u00ean ph\u00e2n t\u00edch d\u1eef li\u1ec7u, m\u1ed7i h\u01b0\u1edbng c\u00f3 ph\u1ea7n thu\u1eadn v\u00e0 ph\u1ea7n kh\u00f3 ri\u00eang.<\/p>\n

T\u1eeb backend developer chuy\u1ec3n sang<\/h3>\n

B\u1ea1n \u0111\u00e3 c\u00f3 k\u1ef9 n\u0103ng vi\u1ebft d\u1ecbch v\u1ee5, ki\u1ec3m th\u1eed, tri\u1ec3n khai v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi h\u1ea1 t\u1ea7ng, ph\u1ea7n nhi\u1ec1u \u1ee9ng vi\u00ean kh\u00e1c c\u00f2n y\u1ebfu. Ph\u1ea7n c\u1ea7n b\u1ed5 sung l\u00e0 x\u00e1c su\u1ea5t th\u1ed1ng k\u00ea, quy tr\u00ecnh \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh v\u00e0 th\u00f3i quen l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u b\u1ea9n. L\u1ed9 tr\u00ecnh kho\u1ea3ng s\u00e1u \u0111\u1ebfn ch\u00edn th\u00e1ng, b\u1eaft \u0111\u1ea7u t\u1eeb scikit-learn r\u1ed3i m\u1edf r\u1ed9ng sang PyTorch.<\/p>\n

T\u1eeb data analyst chuy\u1ec3n sang<\/h3>\n

B\u1ea1n m\u1ea1nh v\u1ec1 SQL, hi\u1ec3u nghi\u1ec7p v\u1ee5 v\u00e0 bi\u1ebft di\u1ec5n gi\u1ea3i k\u1ebft qu\u1ea3, nh\u01b0ng th\u01b0\u1eddng thi\u1ebfu k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m. \u01afu ti\u00ean l\u00e0 h\u1ecdc vi\u1ebft m\u00e3 c\u00f3 c\u1ea5u tr\u00fac, d\u00f9ng Git th\u00e0nh th\u1ea1o, hi\u1ec3u Docker v\u00e0 tri\u1ec3n khai \u0111\u01b0\u1ee3c m\u1ed9t d\u1ecbch v\u1ee5 nh\u1ecf. N\u1ec1n th\u1ed1ng k\u00ea s\u1eb5n c\u00f3 gi\u00fap r\u00fat ng\u1eafn giai \u0111o\u1ea1n h\u1ecdc m\u00f4 h\u00ecnh.<\/p>\n

\n

Portfolio thuy\u1ebft ph\u1ee5c nh\u00e0 tuy\u1ec3n d\u1ee5ng<\/strong><\/p>\n

\u2013 M\u1ed9t d\u1ef1 \u00e1n tri\u1ec3n khai th\u1eadt c\u00f3 API c\u00f4ng khai gi\u00e1 tr\u1ecb h\u01a1n n\u0103m notebook d\u1eebng \u1edf b\u01b0\u1edbc hu\u1ea5n luy\u1ec7n.<\/p>\n

\u2013 N\u00ean ghi l\u1ea1i quy\u1ebft \u0111\u1ecbnh k\u1ef9 thu\u1eadt trong README, g\u1ed3m c\u00e1ch ch\u1ecdn ch\u1ec9 s\u1ed1 \u0111\u00e1nh gi\u00e1 v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ea5t c\u00e2n b\u1eb1ng.<\/p>\n

\u2013 Th\u00eam ph\u1ea7n gi\u00e1m s\u00e1t \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 cho th\u1ea5y b\u1ea1n hi\u1ec3u v\u00f2ng \u0111\u1eddi m\u00f4 h\u00ecnh sau ph\u00e1t h\u00e0nh.<\/p>\n<\/div>\n

V\u1ec1 h\u1ecdc li\u1ec7u, nhi\u1ec1u k\u1ef9 s\u01b0 h\u1ecdc m\u00e1y t\u1ea1i Vi\u1ec7t Nam \u0111i l\u00ean t\u1eeb t\u00e0i li\u1ec7u mi\u1ec5n ph\u00ed k\u1ebft h\u1ee3p d\u1ef1 \u00e1n c\u00e1 nh\u00e2n. C\u00e1c kh\u00f3a c\u1ee7a Andrew Ng tr\u00ean Coursera, t\u00e0i li\u1ec7u ch\u00ednh th\u1ee9c c\u1ee7a PyTorch v\u00e0 scikit-learn, c\u00f9ng ch\u1ee9ng ch\u1ec9 nh\u01b0 AWS Certified Machine Learning Engineer \u2013 Associate ho\u1eb7c Google Cloud Professional Machine Learning Engineer l\u00e0 m\u1ed1c \u0111\u01b0\u1ee3c nhi\u1ec1u nh\u00e0 tuy\u1ec3n d\u1ee5ng nh\u1eadn ra.<\/p>\n

7. C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p<\/h2>\n

1. H\u1ecdc ng\u00e0nh g\u00ec \u0111\u1ec3 l\u00e0m machine learning engineer?<\/em><\/strong><\/p>\n

Khoa h\u1ecdc m\u00e1y t\u00ednh, k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m, to\u00e1n \u1ee9ng d\u1ee5ng v\u00e0 h\u1ec7 th\u1ed1ng th\u00f4ng tin l\u00e0 n\u1ec1n t\u1ea3ng ph\u00f9 h\u1ee3p. Doanh nghi\u1ec7p quan t\u00e2m nhi\u1ec1u h\u01a1n t\u1edbi s\u1ea3n ph\u1ea9m b\u1ea1n t\u1eebng tri\u1ec3n khai v\u00e0 c\u00e1ch gi\u1ea3i th\u00edch quy\u1ebft \u0111\u1ecbnh k\u1ef9 thu\u1eadt.<\/p>\n

2. Kh\u00f4ng gi\u1ecfi to\u00e1n c\u00f3 theo ngh\u1ec1 n\u00e0y \u0111\u01b0\u1ee3c kh\u00f4ng?<\/em><\/strong><\/p>\n

B\u1ea1n c\u1ea7n n\u1eafm x\u00e1c su\u1ea5t, th\u1ed1ng k\u00ea m\u00f4 t\u1ea3 v\u00e0 \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh \u1edf m\u1ee9c hi\u1ec3u b\u1ea3n ch\u1ea5t. To\u00e1n n\u00e2ng cao d\u00e0nh cho nh\u00f3m nghi\u00ean c\u1ee9u, c\u00f2n vi\u1ec7c k\u1ef9 thu\u1eadt h\u1eb1ng ng\u00e0y d\u1ef1a nhi\u1ec1u v\u00e0o k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/p>\n

3. Ng\u01b0\u1eddi m\u1edbi ra tr\u01b0\u1eddng n\u00ean \u1ee9ng tuy\u1ec3n v\u1ecb tr\u00ed n\u00e0o tr\u01b0\u1edbc?<\/em><\/strong><\/p>\n

Data analyst, k\u1ef9 s\u01b0 d\u1eef li\u1ec7u ho\u1eb7c l\u1eadp tr\u00ecnh vi\u00ean backend l\u00e0 b\u00e0n \u0111\u1ea1p th\u1ef1c t\u1ebf. Sau m\u1ed9t \u0111\u1ebfn hai n\u0103m t\u00edch l\u0169y kinh nghi\u1ec7m v\u1edbi d\u1eef li\u1ec7u v\u00e0 h\u1ec7 th\u1ed1ng, vi\u1ec7c chuy\u1ec3n sang vai tr\u00f2 h\u1ecdc m\u00e1y thu\u1eadn l\u1ee3i h\u01a1n.<\/p>\n

Hi\u1ec3u r\u00f5 machine learning engineer l\u00e0 g\u00ec<\/strong> gi\u00fap b\u1ea1n tr\u00e1nh hai ng\u1ed9 nh\u1eadn ph\u1ed5 bi\u1ebfn: ngh\u0129 \u0111\u00e2y l\u00e0 ngh\u1ec1 nghi\u00ean c\u1ee9u thu\u1ea7n t\u00fay, ho\u1eb7c ngh\u0129 ch\u1ec9 c\u1ea7n bi\u1ebft v\u00e0i th\u01b0 vi\u1ec7n l\u00e0 \u0111\u1ee7. \u0110\u00e2y l\u00e0 vai tr\u00f2 k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m g\u1eafn v\u1edbi d\u1eef li\u1ec7u, \u0111o b\u1eb1ng ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5 ch\u1ea1y th\u1eadt. H\u00e3y ch\u1ecdn m\u1ed9t b\u00e0i to\u00e1n nh\u1ecf trong l\u0129nh v\u1ef1c b\u1ea1n hi\u1ec3u, tri\u1ec3n khai tr\u1ecdn v\u1eb9n r\u1ed3i gi\u00e1m s\u00e1t n\u00f3, \u0111\u00f3 l\u00e0 b\u01b0\u1edbc kh\u1edfi \u0111\u1ea7u v\u1eefng.<\/p>\n

N\u1ed9i dung trong b\u00e0i mang t\u00ednh tham kh\u1ea3o, y\u00eau c\u1ea7u tuy\u1ec3n d\u1ee5ng v\u00e0 m\u1ee9c \u0111\u00e3i ng\u1ed9 thay \u0111\u1ed5i theo doanh nghi\u1ec7p, n\u0103ng l\u1ef1c \u1ee9ng vi\u00ean v\u00e0 th\u1eddi \u0111i\u1ec3m th\u1ecb tr\u01b0\u1eddng.<\/em><\/p>\n

Minh An<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

Tin tuy\u1ec3n d\u1ee5ng c\u00f4ng ngh\u1ec7 Vi\u1ec7t Nam nh\u1eafc t\u1edbi v\u1ecb tr\u00ed n\u00e0y ng\u00e0y c\u00e0ng nhi\u1ec1u, nh\u01b0ng m\u00f4 t\u1ea3 c\u00f4ng vi\u1ec7c l\u1ea1i kh\u00e1c nhau. C\u00e2u h\u1ecfi …<\/p>\n","protected":false},"author":58,"featured_media":29285,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-29306","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tu-van-nghe-nghiep"],"_links":{"self":[{"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/posts\/29306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/users\/58"}],"replies":[{"embeddable":true,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/comments?post=29306"}],"version-history":[{"count":1,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/posts\/29306\/revisions"}],"predecessor-version":[{"id":29307,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/posts\/29306\/revisions\/29307"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/media\/29285"}],"wp:attachment":[{"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/media?parent=29306"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/categories?post=29306"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.careerlink.vn\/cam-nang-viec-lam\/wp-json\/wp\/v2\/tags?post=29306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}