{"id":23511,"date":"2025-10-24T16:52:43","date_gmt":"2025-10-24T09:52:43","guid":{"rendered":"https:\/\/vnso.vn\/?p=23511"},"modified":"2025-10-24T16:52:43","modified_gmt":"2025-10-24T09:52:43","slug":"deep-learning-la-gi-cach-train-ai-hoc-sau-de-dang-nhat","status":"publish","type":"post","link":"https:\/\/vnso.vn\/en\/deep-learning-la-gi-cach-train-ai-hoc-sau-de-dang-nhat\/","title":{"rendered":"Deep Learning l\u00e0 g\u00ec? C\u00e1ch Train AI h\u1ecdc s\u00e2u d\u1ec5 d\u00e0ng nh\u1ea5t"},"content":{"rendered":"

B\u1ea1n t\u1eebng nghe v\u1ec1 Deep Learning \u2013 c\u00f4ng ngh\u1ec7 \u0111\u1ee9ng sau ChatGPT, xe t\u1ef1 l\u00e1i hay c\u00f4ng c\u1ee5 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t \u2013 nh\u01b0ng v\u1eabn ch\u01b0a th\u1eadt s\u1ef1 hi\u1ec3u n\u00f3 ho\u1ea1t \u0111\u1ed9ng ra sao?<\/p>\n

B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5 Deep Learning l\u00e0 g\u00ec, v\u00ec sao n\u00f3 tr\u1edf th\u00e0nh n\u1ec1n t\u1ea3ng c\u1ee7a tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o hi\u1ec7n \u0111\u1ea1i, v\u00e0 quan tr\u1ecdng nh\u1ea5t: c\u00e1ch b\u1ea1n c\u00f3 th\u1ec3 t\u1ef1 hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh AI h\u1ecdc s\u00e2u d\u1ec5 d\u00e0ng nh\u1ea5t, ngay c\u1ea3 khi kh\u00f4ng s\u1edf h\u1eefu d\u00e0n m\u00e1y si\u00eau m\u1ea1nh.<\/p>\n

Deep Learning l\u00e0 g\u00ec?<\/h2>\n

So v\u1edbi Machine Learning, Deep Learning kh\u00f4ng c\u1ea7n con ng\u01b0\u1eddi thi\u1ebft k\u1ebf \u0111\u1eb7c tr\u01b0ng th\u1ee7 c\u00f4ng. Thay v\u00e0o \u0111\u00f3, m\u1ea1ng neuron nhi\u1ec1u l\u1edbp t\u1ef1 h\u1ecdc \u0111\u1eb7c tr\u01b0ng t\u1eeb d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y gi\u00fap m\u00f4 h\u00ecnh hi\u1ec3u \u0111\u01b0\u1ee3c c\u00e1c m\u1ed1i quan h\u1ec7 ph\u1ee9c t\u1ea1p h\u01a1n. \u0110i\u1ec1u n\u00e0y khi\u1ebfn Deep Learning \u0111\u1eb7c bi\u1ec7t m\u1ea1nh trong x\u1eed l\u00fd h\u00ecnh \u1ea3nh, gi\u1ecdng n\u00f3i v\u00e0 ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean.<\/p>\n

Deep Learning (AI h\u1ecdc s\u00e2u) l\u00e0 m\u1ed9t nh\u00e1nh c\u1ee7a Machine Learning. AI n\u00e0y s\u1eed d\u1ee5ng m\u1ea1ng neuron nh\u00e2n t\u1ea1o nhi\u1ec1u l\u1edbp \u0111\u1ec3 h\u1ecdc t\u1ef1 \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u. Thay v\u00ec vi\u1ebft quy t\u1eafc th\u1ee7 c\u00f4ng, Deep Learning cho ph\u00e9p m\u00e1y t\u00ednh t\u1ef1 t\u00ecm ra \u0111\u1eb7c tr\u01b0ng v\u00e0 quy lu\u1eadt trong d\u1eef li\u1ec7u th\u00f4ng qua qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n.<\/p>\n

\u1ee8ng d\u1ee5ng c\u1ee7a Deep Learning r\u1ea5t r\u1ed9ng. Deep Learning c\u00f3 th\u1ec3 nh\u1eadn di\u1ec7n h\u00ecnh \u1ea3nh, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, chatbot, xe t\u1ef1 l\u00e1i, \u0111\u1ebfn g\u1ee3i \u00fd s\u1ea3n ph\u1ea9m v\u00e0 ph\u00e2n t\u00edch c\u1ea3m x\u00fac kh\u00e1ch h\u00e0ng.<\/p>\n

H\u1ecdc s\u00e2u l\u00e0 n\u1ec1n t\u1ea3ng gi\u00fap AI hi\u1ec3u th\u1ebf gi\u1edbi xung quanh theo c\u00e1ch g\u1ea7n gi\u1ed1ng con ng\u01b0\u1eddi, h\u1ecdc b\u1eb1ng kinh nghi\u1ec7m, kh\u00f4ng ch\u1ec9 b\u1eb1ng l\u1ec7nh.<\/p>\n

>>> Xem th\u00eam Machine Learning l\u00e0 g\u00ec? H\u01b0\u1edbng d\u1eabn tri\u1ec3n khai m\u00e1y h\u1ecdc<\/a><\/strong><\/p>\n

C\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Deep Learning<\/h2>\n

M\u1ed9t m\u00f4 h\u00ecnh Deep Learning g\u1ed3m nhi\u1ec1u l\u1edbp neuron li\u00ean k\u1ebft v\u1edbi nhau:<\/p>\n