{"id":36649,"date":"2025-06-23T22:29:34","date_gmt":"2025-06-24T05:29:34","guid":{"rendered":"https:\/\/teach.udemy.com\/?page_id=36649"},"modified":"2026-06-02T13:53:08","modified_gmt":"2026-06-02T20:53:08","slug":"how-to-create-labs-for-your-course","status":"publish","type":"page","link":"https:\/\/teach.udemy.com\/vi\/how-to-create-labs-for-your-course\/","title":{"rendered":"H\u01b0\u1edbng d\u1eabn: Lab trong kh\u00f3a h\u1ecdc"},"content":{"rendered":"<h2><strong>Lab trong kh\u00f3a h\u1ecdc l\u00e0 g\u00ec?<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">Lab trong kh\u00f3a h\u1ecdc l\u00e0 m\u1ed9t n\u1ed9i dung m\u1edbi trong ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y, cho ph\u00e9p h\u1ecdc vi\u00ean th\u1ef1c h\u00e0nh c\u00e1c k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 workspace. Nh\u1eefng tr\u1ea3i nghi\u1ec7m th\u1ef1c h\u00e0nh n\u00e0y cho ph\u00e9p h\u1ecdc vi\u00ean \u00e1p d\u1ee5ng tr\u1ef1c ti\u1ebfp c\u00e1c kh\u00e1i ni\u1ec7m c\u1ee7a kh\u00f3a h\u1ecdc, x\u00e2y d\u1ef1ng s\u1ef1 t\u1ef1 tin v\u00e0 s\u1eb5n s\u00e0ng cho c\u00f4ng vi\u1ec7c. H\u01b0\u1edbng d\u1eabn n\u00e0y s\u1ebd gi\u00fap b\u1ea1n thi\u1ebft k\u1ebf c\u00e1c lab h\u1ea5p d\u1eabn cho kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n.<\/span><\/p>\n<h2><strong>T\u1ea1i sao n\u00ean \u0111\u01b0a lab v\u00e0o kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n?<\/strong><\/h2>\n<p><i><span style=\"font-weight: 400;\">Lab trong kh\u00f3a h\u1ecdc cho ph\u00e9p h\u1ecdc vi\u00ean:<\/span><\/i><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Th\u1ef1c h\u00e0nh c\u00e1c k\u1ef9 n\u0103ng trong workspace th\u1ef1c t\u1ebf m\u00e0 kh\u00f4ng c\u1ea7n r\u1eddi kh\u1ecfi kh\u00f3a h\u1ecdc<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u0103ng kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng l\u00e0m vi\u1ec7c b\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c k\u1ef9 n\u0103ng \u0111\u00e3 h\u1ecdc v\u00e0o m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u00edch c\u1ef1c tham gia v\u00e0o n\u1ed9i dung, c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ghi nh\u1edb v\u00e0 k\u1ebft qu\u1ea3 h\u1ecdc t\u1eadp<\/span><\/li>\n<\/ul>\n<h2><strong>Lab trong kh\u00f3a h\u1ecdc bao g\u1ed3m ba t\u00ednh n\u0103ng:<\/strong><\/h2>\n<ol>\n<li style=\"font-weight: 400;\"><b>H\u01b0\u1edbng d\u1eabn video: <\/b><span style=\"font-weight: 400;\">D\u1ef1a tr\u00ean h\u00ecnh th\u1ee9c b\u00e0i gi\u1ea3ng video th\u00e0nh c\u00f4ng, Lab trong kh\u00f3a h\u1ecdc t\u1eadp trung v\u00e0o h\u01b0\u1edbng d\u1eabn b\u1eb1ng video.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Nhi\u1ec7m v\u1ee5 trong lab: <\/b><span style=\"font-weight: 400;\">C\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 c\u1ea5u tr\u00fac cung c\u1ea5p h\u01b0\u1edbng d\u1eabn v\u00e0 t\u00e0i nguy\u00ean cho h\u1ecdc vi\u00ean khi h\u1ecd th\u1ef1c h\u00e0nh c\u00e1c k\u1ef9 n\u0103ng m\u1edbi.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Workspace k\u1ef9 thu\u1eadt: <\/b><span style=\"font-weight: 400;\">C\u00e1c m\u00f4i tr\u01b0\u1eddng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n cho ph\u00e9p h\u1ecdc vi\u00ean b\u1eaft \u0111\u1ea7u th\u1ef1c h\u00e0nh ngay m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i thi\u1ebft l\u1eadp.<\/span><\/li>\n<\/ol>\n<h1><strong>Thi\u1ebft k\u1ebf lab ch\u1ea5t l\u01b0\u1ee3ng cao<\/strong><\/h1>\n<h3><span style=\"font-weight: 400;\">Quy\u1ebft \u0111\u1ecbnh v\u1ecb tr\u00ed \u0111\u01b0a Lab trong kh\u00f3a h\u1ecdc v\u00e0o.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">X\u00e1c \u0111\u1ecbnh nh\u1eefng \u0111i\u1ec3m chi\u1ebfn l\u01b0\u1ee3c trong kh\u00f3a h\u1ecdc m\u00e0 t\u1ea1i \u0111\u00f3 c\u00e1c Lab trong kh\u00f3a h\u1ecdc s\u1ebd c\u1ee7ng c\u1ed1 c\u00e1c k\u1ef9 n\u0103ng ch\u00ednh v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau h\u1ecdc t\u1eadp.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u2705 <\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ch\u1ecdn lo\u1ea1i lab ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau h\u1ecdc t\u1eadp c\u1ee7a b\u1ea1n:<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><b>Lab th\u1ef1c h\u00e0nh:<\/b><span style=\"font-weight: 400;\"> H\u01b0\u1edbng d\u1eabn t\u1eebng b\u01b0\u1edbc, trong \u0111\u00f3 b\u1ea1n tr\u00ecnh b\u00e0y v\u00e0 gi\u1ea3i th\u00edch c\u00e1c quy tr\u00ecnh \u0111\u1ec3 h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 l\u1eb7p l\u1ea1i<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn:<\/b><span style=\"font-weight: 400;\"> C\u00e1c nhi\u1ec7m v\u1ee5 r\u1ed9ng h\u01a1n v\u1edbi h\u01b0\u1edbng d\u1eabn m\u1ed9t ph\u1ea7n, trong \u0111\u00f3 h\u1ecdc vi\u00ean t\u1ef1 m\u00ecnh t\u00ecm ra gi\u1ea3i ph\u00e1p v\u1edbi m\u1ed9t s\u1ed1 c\u1ea5u tr\u00fac v\u00e0 t\u00e0i nguy\u00ean<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u0110\u1ea3m b\u1ea3o m\u1ed7i Lab trong kh\u00f3a h\u1ecdc h\u1ed7 tr\u1ee3 tr\u1ef1c ti\u1ebfp c\u00e1c k\u1ef9 n\u0103ng \u0111\u01b0\u1ee3c d\u1ea1y trong b\u00e0i gi\u1ea3ng t\u01b0\u01a1ng \u1ee9ng<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">K\u1ebft n\u1ed1i c\u00e1c Lab trong kh\u00f3a h\u1ecdc m\u1ed9t c\u00e1ch r\u00f5 r\u00e0ng v\u1edbi c\u00e1c m\u1ee5c ti\u00eau h\u1ecdc t\u1eadp \u0111\u00e3 n\u00eau c\u1ee7a b\u1ea1n<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf Lab trong kh\u00f3a h\u1ecdc kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o thi\u1ebft b\u1ecb, ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u01b0 nhau tr\u00ean h\u1ec7 th\u1ed1ng PC v\u00e0 Mac<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\ud83d\udca1 <\/span><b>V\u00ed d\u1ee5:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Jupyter Notebook<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Th\u00eam m\u1ed9t <\/span><b>lab th\u1ef1c h\u00e0nh<\/b><span style=\"font-weight: 400;\"> Jupyter Notebook sau b\u00e0i gi\u1ea3ng v\u1ec1 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u b\u1eb1ng matplotlib, n\u01a1i h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 t\u1ea1o bi\u1ec3u \u0111\u1ed3 t\u01b0\u01a1ng t\u00e1c.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Bao g\u1ed3m m\u1ed9t <\/span><b>lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn<\/b><span style=\"font-weight: 400;\"> sau khi d\u1ea1y nh\u1eefng ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 Pandas, n\u01a1i h\u1ecdc vi\u00ean t\u1ef1 d\u1ecdn d\u1eb9p v\u00e0 ph\u00e2n t\u00edch t\u1eadp d\u1eef li\u1ec7u.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI t\u1ea1o sinh (GenAI)<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Th\u00eam m\u1ed9t <\/span><b>lab th\u1ef1c h\u00e0nh<\/b><span style=\"font-weight: 400;\"> sau b\u00e0i gi\u1ea3ng v\u1ec1 k\u1ef9 thu\u1eadt t\u1ea1o l\u1ec7nh, n\u01a1i h\u1ecdc vi\u00ean t\u1ea1o v\u00e0 ki\u1ec3m tra c\u00e2u l\u1ec7nh b\u1eb1ng m\u00f4 h\u00ecnh GPT.<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u0110\u1eb7t m\u1ed9t <\/span><b>lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn<\/b><span style=\"font-weight: 400;\"> sau h\u1ecdc ph\u1ea7n v\u1ec1 tinh ch\u1ec9nh, n\u01a1i h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 t\u1ea1o ra AI Assistant chuy\u00ean bi\u1ec7t c\u1ee7a ri\u00eang m\u00ecnh.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AWS<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Th\u00eam m\u1ed9t <\/span><b>lab th\u1ef1c h\u00e0nh AWS<\/b><span style=\"font-weight: 400;\"> sau b\u00e0i gi\u1ea3ng v\u1ec1 nguy\u00ean t\u1eafc c\u01a1 b\u1ea3n c\u1ee7a \u0111\u00e1m m\u00e2y, n\u01a1i h\u1ecdc vi\u00ean kh\u1edfi ch\u1ea1y v\u00e0 c\u1ea5u h\u00ecnh phi\u00ean b\u1ea3n EC2 \u0111\u1ea7u ti\u00ean c\u1ee7a m\u00ecnh.<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Bao g\u1ed3m m\u1ed9t <\/span><b>lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn<\/b><span style=\"font-weight: 400;\"> trong ph\u1ea7n kh\u00f3a h\u1ecdc v\u1ec1 \u0111i\u1ec7n to\u00e1n kh\u00f4ng m\u00e1y ch\u1ee7, n\u01a1i h\u1ecdc vi\u00ean x\u00e2y d\u1ef1ng m\u1ed9t API ho\u00e0n ch\u1ec9nh b\u1eb1ng AWS Lambda v\u00e0 API Gateway.<\/span><\/li>\n<\/ul>\n<h1><strong>T\u1ea1o m\u1ed9t b\u00e0i gi\u1ea3ng c\u00f3 lab<\/strong><\/h1>\n<p><span style=\"font-weight: 400;\">Ch\u1ecdn m\u1ee5c ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y &#8220;B\u00e0i gi\u1ea3ng c\u00f3 lab&#8221; \u0111\u1ec3 b\u1eaft \u0111\u1ea7u. T\u1ea1o m\u1ed9t ti\u00eau \u0111\u1ec1 r\u00f5 r\u00e0ng, m\u00f4 t\u1ea3 \u0111\u01b0\u1ee3c b\u1ea3n ch\u1ea5t c\u1ee7a lab v\u00e0 l\u00e0m n\u1ed5i b\u1eadt c\u00e1c k\u1ef9 n\u0103ng m\u00e0 h\u1ecdc vi\u00ean s\u1ebd th\u1ef1c h\u00e0nh. Ti\u00eau \u0111\u1ec1 n\u00e0y s\u1ebd xu\u1ea5t hi\u1ec7n d\u01b0\u1edbi d\u1ea1ng m\u1ee5c ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y trong n\u1ed9i dung kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n.<\/span><\/p>\n<p><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-35368 size-large\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-1-1024x638.png\" alt=\"\" width=\"600\" height=\"374\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-1-1024x638.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-1-300x187.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-1-768x479.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-1.png 1266w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-35354 size-large\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2-1024x337.png\" alt=\"\" width=\"600\" height=\"197\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2-1024x337.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2-300x99.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2-768x252.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2-1536x505.png 1536w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-2.png 1743w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\u2705 <\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ea1o c\u00e1c ti\u00eau \u0111\u1ec1 c\u1ee5 th\u1ec3 v\u00e0 ph\u00f9 h\u1ee3p r\u00f5 r\u00e0ng v\u1edbi m\u1ee5c ti\u00eau h\u1ecdc t\u1eadp<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1eadp trung v\u00e0o c\u00e1c k\u1ef9 n\u0103ng ch\u00ednh \u0111ang \u0111\u01b0\u1ee3c th\u1ef1c h\u00e0nh<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ea1o ti\u00eau \u0111\u1ec1 h\u1ea5p d\u1eabn v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau c\u1ee7a h\u1ecdc vi\u00ean<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\ud83d\udca1 <\/span><b>V\u00ed d\u1ee5 v\u1ec1 ti\u00eau \u0111\u1ec1 lab:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Jupyter Notebook<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Lab th\u1ef1c h\u00e0nh: &#8220;H\u00ecnh \u1ea3nh h\u00f3a d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u00e1c: X\u00e2y d\u1ef1ng bi\u1ec3u \u0111\u1ed3 \u0111\u1ed9ng v\u1edbi Matplotlib&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn: &#8220;Th\u1eed th\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u: D\u1ecdn d\u1eb9p v\u00e0 ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u th\u1ef1c t\u1ebf v\u1edbi Pandas&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI t\u1ea1o sinh (GenAI)<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Lab th\u1ef1c h\u00e0nh: &#8220;N\u1eafm v\u1eefng k\u1ef9 thu\u1eadt t\u1ea1o l\u1ec7nh: T\u1ea1o c\u00e2u l\u1ec7nh GPT hi\u1ec7u qu\u1ea3 \u0111\u1ec3 c\u00f3 k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn: &#8220;X\u00e2y d\u1ef1ng AI Assistant c\u1ee7a b\u1ea1n: Tinh ch\u1ec9nh m\u00f4 h\u00ecnh cho c\u00e1c nhi\u1ec7m v\u1ee5 chuy\u00ean bi\u1ec7t&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AWS<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Lab th\u1ef1c h\u00e0nh: &#8220;Kh\u1edfi ch\u1ea1y m\u00e1y ch\u1ee7 \u0111\u00e1m m\u00e2y \u0111\u1ea7u ti\u00ean c\u1ee7a b\u1ea1n: C\u1ea5u h\u00ecnh phi\u00ean b\u1ea3n EC2 th\u1ef1c h\u00e0nh&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn: &#8220;Th\u1eed th\u00e1ch API kh\u00f4ng m\u00e1y ch\u1ee7: X\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u1ea7u cu\u1ed1i v\u1edbi Lambda v\u00e0 API Gateway&#8221;<\/span><\/li>\n<\/ul>\n<div class=\"section-break\"><\/div>\n<h3><span style=\"font-weight: 400;\">T\u1ea3i l\u00ean video lab c\u1ee7a b\u1ea1n<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Quan tr\u1ecdng: T\u00f9y ch\u1ecdn &#8220;Lab&#8221; ch\u1ec9 kh\u1ea3 d\u1ee5ng sau khi b\u1ea1n t\u1ea3i video l\u00ean b\u00e0i gi\u1ea3ng c\u1ee7a b\u1ea1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Th\u00eam video lab c\u1ee7a b\u1ea1n v\u00e0 \u0111\u1ee3i qu\u00e1 tr\u00ecnh x\u1eed l\u00fd ho\u00e0n t\u1ea5t. Sau \u0111\u00f3, nh\u1ea5p v\u00e0o n\u00fat &#8220;+Lab&#8221; \u0111\u1ec3 t\u1ea1o lab v\u00e0 truy c\u1eadp Tr\u00ecnh ch\u1ec9nh s\u1eeda lab.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-3.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35397\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-3-1024x468.png\" alt=\"\" width=\"600\" height=\"274\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-3-1024x468.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-3-300x137.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-3-768x351.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-3.png 1478w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-4.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35383\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-4-1024x470.png\" alt=\"\" width=\"600\" height=\"275\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-4-1024x470.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-4-300x138.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-4-768x352.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-4.png 1475w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<h3><strong>Ch\u1ec9nh s\u1eeda Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n trong Tr\u00ecnh ch\u1ec9nh s\u1eeda lab<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">T\u1ea1o Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n theo quy tr\u00ecnh ba b\u01b0\u1edbc:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">L\u1eadp k\u1ebf ho\u1ea1ch cho Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n: Ch\u1ecdn workspace v\u00e0 t\u1ea3i l\u00ean m\u00e3 kh\u1edfi \u0111\u1ed9ng<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ea1o nhi\u1ec7m v\u1ee5: C\u1ea5u tr\u00fac lab c\u1ee7a b\u1ea1n th\u00e0nh c\u00e1c th\u00e0nh ph\u1ea7n nhi\u1ec7m v\u1ee5 ri\u00eang bi\u1ec7t<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Xu\u1ea5t b\u1ea3n Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n: Th\u00eam ng\u1eef c\u1ea3nh v\u00e0 ho\u00e0n thi\u1ec7n lab<\/span><\/li>\n<\/ol>\n<h3><strong>L\u00ean k\u1ebf ho\u1ea1ch cho lab c\u1ee7a b\u1ea1n<\/strong><\/h3>\n<h5><strong>Ch\u1ecdn Lab Workspace:<\/strong><\/h5>\n<p><span style=\"font-weight: 400;\">Ch\u1ecdn chuy\u00ean ng\u00e0nh Lab trong kh\u00f3a h\u1ecdc v\u00e0 lo\u1ea1i workspace t\u1eeb c\u00e1c t\u00f9y ch\u1ecdn c\u00f3 s\u1eb5n.\u00a0<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-5.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35411\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-5-1024x653.png\" alt=\"\" width=\"600\" height=\"383\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-5-1024x653.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-5-300x191.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-5-768x490.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-5.png 1252w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<h6><i><span style=\"font-weight: 400;\">C\u00e1c lo\u1ea1i workspace: Udemy so v\u1edbi M\u00f4i tr\u01b0\u1eddng c\u00e1 nh\u00e2n<\/span><\/i><\/h6>\n<p><span style=\"font-weight: 400;\">C\u00e1c Lab trong kh\u00f3a h\u1ecdc trong kh\u00f3a h\u1ecdc cung c\u1ea5p workspace Udemy cho ng\u01b0\u1eddi \u0111\u0103ng k\u00fd Udemy Pro. Xin l\u01b0u \u00fd r\u1eb1ng m\u1ed9t s\u1ed1 h\u1ecdc vi\u00ean s\u1ebd s\u1eed d\u1ee5ng m\u00f4i tr\u01b0\u1eddng c\u00e1 nh\u00e2n c\u1ee7a h\u1ecd.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u2705 <\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Thi\u1ebft k\u1ebf Lab trong kh\u00f3a h\u1ecdc sao cho t\u1ea5t c\u1ea3 h\u1ecdc vi\u00ean \u0111\u1ec1u c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn, c\u00e2n nh\u1eafc c\u00e1c ch\u00ednh s\u00e1ch v\u00e0 h\u1ea1n ch\u1ebf kh\u00e1c nhau gi\u1eefa Udemy Workspace v\u00e0 m\u00f4i tr\u01b0\u1eddng c\u00e1 nh\u00e2n<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Xem l\u1ea1i <\/span><a href=\"https:\/\/www.udemy.com\/developers\/labs\/intro\"><span style=\"font-weight: 400;\">c\u00e1c th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt<\/span><\/a><span style=\"font-weight: 400;\"> c\u1ee7a workspace Lab trong kh\u00f3a h\u1ecdc Udemy \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o tr\u1ea3i nghi\u1ec7m h\u1ecdc t\u1eadp nh\u1ea5t qu\u00e1n cho t\u1ea5t c\u1ea3 h\u1ecdc vi\u00ean.<\/span><\/li>\n<\/ul>\n<h5><strong>T\u1ea3i l\u00ean m\u00e3 kh\u1edfi \u0111\u1ed9ng: <\/strong><\/h5>\n<p><span style=\"font-weight: 400;\">Cung c\u1ea5p m\u00e3 kh\u1edfi \u0111\u1ed9ng s\u1ebd \u0111\u01b0\u1ee3c t\u1ea3i tr\u01b0\u1edbc trong Udemy Workspace d\u00e0nh cho h\u1ecdc vi\u00ean.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u2705 <\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u0110\u1ed1i v\u1edbi lab Jupyter, h\u00e3y bao g\u1ed3m t\u1ec7p zip ch\u1ee9a t\u1ea5t c\u1ea3 c\u00e1c t\u1ec7p ipynb v\u00e0 t\u1ec7p d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft (v\u00ed d\u1ee5: CSV)<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">X\u00f3a kho\u1ea3ng tr\u1eafng kh\u1ecfi t\u00ean t\u1ec7p zip m\u00e3 kh\u1edfi \u0111\u1ed9ng c\u1ee7a b\u1ea1n<\/span><\/li>\n<li style=\"font-weight: 400;\">Ki\u1ec3m tra lab c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u1ec7p kh\u1edfi \u0111\u1ed9ng c\u1ee7a b\u1ea1n \u0111ang t\u1ea3i b\u1eb1ng c\u00e1ch xem tr\u01b0\u1edbc lab<\/li>\n<li style=\"font-weight: 400;\"><b>KH\u00d4NG<\/b><span style=\"font-weight: 400;\"> x\u00f3a Makefile kh\u1ecfi t\u1ec7p zip ban \u0111\u1ea7u<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>KH\u00d4NG <\/b><span style=\"font-weight: 400;\">bao g\u1ed3m c\u00e1c t\u1ec7p kh\u00f4ng c\u1ea7n thi\u1ebft nh\u01b0 __MACOSX, .DS_Store, .git, .gitignore, *.pnp.cjs, pycache, node_modules ho\u1eb7c .yarn<\/span><\/li>\n<\/ul>\n<div class=\"section-break\"><\/div>\n<h4><strong>T\u1ea1o nhi\u1ec7m v\u1ee5 v\u00e0 th\u00eam m\u00e3 tham chi\u1ebfu<\/strong><\/h4>\n<h5><strong>Th\u00eam nhi\u1ec7m v\u1ee5 trong lab<\/strong><\/h5>\n<p><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 trong lab th\u1ec3 hi\u1ec7n m\u1ed9t chu\u1ed7i c\u00e1c b\u01b0\u1edbc h\u1ee3p l\u00fd g\u00f3p ph\u1ea7n v\u00e0o m\u1ee5c ti\u00eau lab l\u1edbn h\u01a1n.<\/span><\/p>\n<h6><strong><i>Nh\u1eadp ti\u00eau \u0111\u1ec1 nhi\u1ec7m v\u1ee5:<\/i><\/strong><\/h6>\n<p><span style=\"font-weight: 400;\">M\u1ed7i nhi\u1ec7m v\u1ee5 c\u1ea7n c\u00f3 ti\u00eau \u0111\u1ec1 r\u00f5 r\u00e0ng n\u00eau r\u00f5 h\u1ecdc vi\u00ean ph\u1ea3i ho\u00e0n th\u00e0nh nh\u1eefng g\u00ec tr\u01b0\u1edbc khi chuy\u1ec3n sang ph\u1ea7n ti\u1ebfp theo.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35425\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-6-1024x685.png\" alt=\"\" width=\"600\" height=\"401\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-6-1024x685.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-6-300x201.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-6-768x513.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-6.png 1222w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\u2705 <\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ea1o ti\u00eau \u0111\u1ec1 nhi\u1ec7m v\u1ee5 n\u00eau r\u00f5 k\u1ebft qu\u1ea3 c\u1ee5 th\u1ec3 \u0111\u1ec3 h\u1ecdc vi\u00ean \u0111\u1ea1t \u0111\u01b0\u1ee3c<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Gi\u1eef cho ph\u1ea7n m\u00f4 t\u1ea3 ng\u1eafn g\u1ecdn (10 t\u1eeb ho\u1eb7c \u00edt h\u01a1n) trong khi truy\u1ec1n \u0111\u1ea1t r\u00f5 r\u00e0ng m\u1ee5c \u0111\u00edch c\u1ee7a nhi\u1ec7m v\u1ee5<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Cung c\u1ea5p v\u1eeba \u0111\u1ee7 b\u1ed1i c\u1ea3nh \u0111\u1ec3 h\u1ecdc vi\u00ean hi\u1ec3u \u0111\u01b0\u1ee3c m\u1ee5c ti\u00eau c\u1ee7a nhi\u1ec7m v\u1ee5<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\ud83d\udca1 <\/span><b>V\u00ed d\u1ee5 v\u1ec1 ti\u00eau \u0111\u1ec1 nhi\u1ec7m v\u1ee5:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Jupyter Notebook<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lab th\u1ef1c h\u00e0nh: &#8220;H\u00ecnh \u1ea3nh h\u00f3a d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u00e1c: X\u00e2y d\u1ef1ng bi\u1ec3u \u0111\u1ed3 \u0111\u1ed9ng v\u1edbi Matplotlib&#8221;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 1: &#8220;Nh\u1eadp v\u00e0 chu\u1ea9n b\u1ecb t\u1eadp d\u1eef li\u1ec7u \u0111\u1ec3 tr\u1ef1c quan h\u00f3a&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 2: &#8220;T\u1ea1o bi\u1ec3u \u0111\u1ed3 \u0111\u01b0\u1eddng ph\u1ea3n h\u1ed3i v\u1edbi c\u00e1c t\u00ednh n\u0103ng t\u01b0\u01a1ng t\u00e1c&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 3: &#8220;Th\u00eam ch\u00fa th\u00edch v\u00e0 ki\u1ec3u d\u00e1ng t\u00f9y ch\u1ec9nh v\u00e0o bi\u1ec3u \u0111\u1ed3 c\u1ee7a b\u1ea1n&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn: &#8220;Th\u1eed th\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u: D\u1ecdn d\u1eb9p v\u00e0 ph\u00e2n t\u00edch c\u00e1c t\u1eadp d\u1eef li\u1ec7u th\u1ef1c t\u1ebf v\u1edbi Pandas&#8221;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 1: &#8220;T\u1ea3i v\u00e0 ki\u1ec3m tra t\u1eadp d\u1eef li\u1ec7u l\u1ed9n x\u1ed9n&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 2: &#8220;X\u1eed l\u00fd c\u00e1c gi\u00e1 tr\u1ecb b\u1ecb thi\u1ebfu v\u00e0 gi\u00e1 tr\u1ecb ngo\u1ea1i lai&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 3: &#8220;T\u1ea1o th\u1ed1ng k\u00ea t\u00f3m t\u1eaft t\u1ed5ng h\u1ee3p theo danh m\u1ee5c&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">GenAI<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lab th\u1ef1c h\u00e0nh: &#8220;N\u1eafm v\u1eefng k\u1ef9 thu\u1eadt t\u1ea1o l\u1ec7nh: T\u1ea1o c\u00e2u l\u1ec7nh GPT hi\u1ec7u qu\u1ea3 \u0111\u1ec3 c\u00f3 k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c&#8221;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 1: &#8220;T\u1ea1o c\u00e2u l\u1ec7nh c\u01a1 b\u1ea3n \u0111\u1ec3 t\u1ea1o v\u0103n b\u1ea3n&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 2: &#8220;\u00c1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt h\u1ea1n ch\u1ebf \u0111\u1ec3 thu h\u1eb9p ph\u1ea3n h\u1ed3i&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 3: &#8220;Th\u1ef1c hi\u1ec7n c\u00e2u l\u1ec7nh chu\u1ed7i suy ngh\u0129 cho c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ee9c t\u1ea1p&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn: &#8220;X\u00e2y d\u1ef1ng AI Assistant c\u1ee7a b\u1ea1n: Tinh ch\u1ec9nh m\u00f4 h\u00ecnh cho c\u00e1c nhi\u1ec7m v\u1ee5 chuy\u00ean bi\u1ec7t&#8221;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 1: &#8220;Chu\u1ea9n b\u1ecb t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o c\u1ee7a b\u1ea1n&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 2: &#8220;C\u1ea5u h\u00ecnh v\u00e0 kh\u1edfi ch\u1ea1y qu\u00e1 tr\u00ecnh tinh ch\u1ec9nh&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 3: &#8220;Ki\u1ec3m tra v\u00e0 \u0111\u00e1nh gi\u00e1 m\u00f4 h\u00ecnh chuy\u00ean bi\u1ec7t c\u1ee7a b\u1ea1n&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AWS<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lab th\u1ef1c h\u00e0nh: &#8220;Kh\u1edfi ch\u1ea1y m\u00e1y ch\u1ee7 \u0111\u00e1m m\u00e2y \u0111\u1ea7u ti\u00ean c\u1ee7a b\u1ea1n: C\u1ea5u h\u00ecnh phi\u00ean b\u1ea3n EC2 th\u1ef1c h\u00e0nh&#8221;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 1: &#8220;T\u1ea1o c\u1eb7p kh\u00f3a b\u1ea3o m\u1eadt \u0111\u1ec3 truy c\u1eadp m\u00e1y ch\u1ee7&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 2: &#8220;Kh\u1edfi ch\u1ea1y v\u00e0 c\u1ea5u h\u00ecnh phi\u00ean b\u1ea3n EC2 c\u1ee7a b\u1ea1n&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 3: &#8220;K\u1ebft n\u1ed1i v\u1edbi phi\u00ean b\u1ea3n c\u1ee7a b\u1ea1n qua SSH&#8221;<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Lab th\u1eed th\u00e1ch c\u00f3 h\u01b0\u1edbng d\u1eabn: &#8220;Th\u1eed th\u00e1ch API kh\u00f4ng m\u00e1y ch\u1ee7: X\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u1ea7u cu\u1ed1i v\u1edbi Lambda v\u00e0 API Gateway&#8221;<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 1: &#8220;T\u1ea1o h\u00e0m Lambda \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 2: &#8220;C\u1ea5u h\u00ecnh c\u00e1c \u0111i\u1ec3m cu\u1ed1i API Gateway&#8221;<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nhi\u1ec7m v\u1ee5 3: &#8220;Ki\u1ec3m tra API kh\u00f4ng m\u00e1y ch\u1ee7 c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1c y\u00eau c\u1ea7u m\u1eabu&#8221;<\/span><\/li>\n<\/ul>\n<h6><i><span style=\"font-weight: 400;\">Nh\u1eadp d\u1ea5u th\u1eddi gian cho nhi\u1ec7m v\u1ee5:<\/span><\/i><\/h6>\n<p><span style=\"font-weight: 400;\">Ch\u1ec9 \u0111\u1ecbnh th\u1eddi gian ch\u00ednh x\u00e1c (t\u00ednh b\u1eb1ng gi\u00e2y) m\u00e0 m\u1ed7i nhi\u1ec7m v\u1ee5 b\u1eaft \u0111\u1ea7u trong video th\u1ef1c h\u00e0nh c\u1ee7a b\u1ea1n; c\u00e1c d\u1ea5u th\u1eddi gian n\u00e0y s\u1ebd xu\u1ea5t hi\u1ec7n d\u01b0\u1edbi d\u1ea1ng c\u00e1c \u0111i\u1ec3m \u0111\u00e1nh d\u1ea5u c\u00f3 th\u1ec3 nh\u1ea5p v\u00e0o tr\u00ean tr\u00ecnh ph\u00e1t video, gi\u00fap h\u1ecdc vi\u00ean nhanh ch\u00f3ng \u0111i\u1ec1u h\u01b0\u1edbng \u0111\u1ebfn c\u00e1c nhi\u1ec7m v\u1ee5 li\u00ean quan.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-7.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35439\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-7-1024x685.png\" alt=\"\" width=\"600\" height=\"401\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-7-1024x685.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-7-300x201.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-7-768x513.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-7.png 1222w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<div class=\"section-break\"><\/div>\n<h6><i><span style=\"font-weight: 400;\">Cung c\u1ea5p gi\u1ea3i ph\u00e1p:<\/span><\/i><\/h6>\n<p><span style=\"font-weight: 400;\">Th\u00eam &#8220;m\u00e3 tham chi\u1ebfu&#8221; cho m\u1ed7i nhi\u1ec7m v\u1ee5 khi c\u00f3 th\u1ec3. M\u00e3 tham chi\u1ebfu cung c\u1ea5p \u1ea3nh ch\u1ee5p nhanh m\u00e3 m\u00e0 h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 sao ch\u00e9p\/d\u00e1n v\u00e0o workspace. \u1ea2nh ch\u1ee5p nhanh \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 h\u1ecdc vi\u00ean t\u1ef1 ki\u1ec3m tra k\u1ebft qu\u1ea3 l\u00e0m vi\u1ec7c c\u1ee7a m\u00ecnh. M\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u00f3 th\u1ec3 l\u00e0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ki\u1ec3m tra gi\u1ea3i ph\u00e1p n\u1ebfu h\u1ecd g\u1eb7p kh\u00f3 kh\u0103n<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">X\u00e1c minh ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn c\u1ee7a h\u1ecdc vi\u00ean n\u1ebfu h\u1ecd kh\u00f4ng ch\u1eafc ch\u1eafn<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">So s\u00e1nh c\u00e1c ph\u01b0\u01a1ng ph\u00e1p sau khi h\u1ecdc vi\u00ean ho\u00e0n th\u00e0nh gi\u1ea3i ph\u00e1p c\u1ee7a ri\u00eang m\u00ecnh<\/span><\/li>\n<\/ul>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-8.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35453\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-8-1024x685.png\" alt=\"\" width=\"600\" height=\"401\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-8-1024x685.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-8-300x201.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-8-768x513.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-8.png 1222w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\u2705 <\/span><b>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p hay nh\u1ea5t:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ed5 ch\u1ee9c m\u00e3 v\u00e0 t\u00e0i li\u1ec7u<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Bao g\u1ed3m c\u00e1c b\u00ecnh lu\u1eadn chi ti\u1ebft gi\u1ea3i th\u00edch l\u00fd do \u0111\u1eb1ng sau c\u00e1c l\u1ef1a ch\u1ecdn tri\u1ec3n khai<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Th\u00eam t\u1ec7p README c\u00f3 ph\u1ea7n t\u1ed5ng quan v\u1ec1 ph\u01b0\u01a1ng ph\u00e1p gi\u1ea3i quy\u1ebft<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Ghi l\u1ea1i c\u00e1c gi\u1ea3 \u0111\u1ecbnh \u0111\u00e3 th\u1ef1c hi\u1ec7n v\u00e0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p thay th\u1ebf \u0111\u00e3 xem x\u00e9t<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">S\u1eed d\u1ee5ng quy \u01b0\u1edbc \u0111\u1eb7t t\u00ean v\u00e0 c\u1ea5u tr\u00fac m\u00e3 nh\u1ea5t qu\u00e1n<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">M\u00e3 \u0111\u01b0\u1ee3c c\u1ea5u tr\u00fac t\u1ed1t<\/span>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ed5 ch\u1ee9c m\u00e3 gi\u1ea3i ph\u00e1p th\u00e0nh c\u00e1c ph\u1ea7n ho\u1eb7c m\u00f4-\u0111un h\u1ee3p l\u00fd<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Tu\u00e2n th\u1ee7 c\u00e1c th\u1ef1c ti\u1ec5n t\u1ed1t nh\u1ea5t trong ng\u00e0nh v\u1ec1 t\u1ed5 ch\u1ee9c m\u00e3<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Bao g\u1ed3m x\u1eed l\u00fd l\u1ed7i th\u00edch h\u1ee3p<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Tr\u00ecnh b\u00e0y c\u00e1c ph\u01b0\u01a1ng ph\u00e1p m\u00e3 h\u00f3a s\u1ea1ch, d\u1ec5 b\u1ea3o tr\u00ec<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u0110\u1ea3m b\u1ea3o c\u00e1c t\u1ec7p tham chi\u1ebfu kh\u00f4ng bao g\u1ed3m c\u00e1c t\u1ec7p h\u1ec7 th\u1ed1ng kh\u00f4ng c\u1ea7n thi\u1ebft (v\u00ed d\u1ee5: __MACOSX, .DS_Store)<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Th\u00eam c\u00e1c t\u1ec7p tham chi\u1ebfu \u1edf c\u1ea5p cao nh\u1ea5t \u0111\u1ec3 tr\u00e1nh vi\u1ec7c l\u1ed3ng gh\u00e9p c\u00e1c th\u01b0 m\u1ee5c kh\u00f4ng c\u1ea7n thi\u1ebft<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">\u0110\u1ed1i v\u1edbi lab Jupyter, h\u00e3y ch\u1ee5p v\u00e0 t\u1ea3i l\u00ean c\u00e1c t\u1ec7p HTML t\u1eeb s\u1ed5 ghi ch\u00e9p \u0111\u1ec3 \u0111\u01b0a v\u00e0o l\u00e0m m\u00e3 tham chi\u1ebfu<\/span><\/li>\n<\/ul>\n<h6><i><span style=\"font-weight: 400;\">Th\u00eam t\u00e0i nguy\u00ean nhi\u1ec7m v\u1ee5:<\/span><\/i><\/h6>\n<p><span style=\"font-weight: 400;\">Cung c\u1ea5p t\u00e0i li\u1ec7u m\u00e0 h\u1ecdc vi\u00ean c\u1ea7n s\u1eed d\u1ee5ng ho\u1eb7c tham kh\u1ea3o khi th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5. T\u00e0i s\u1ea3n l\u00e0 nh\u1eefng ngu\u1ed3n l\u1ef1c m\u00e0 h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 c\u1ea7n s\u1eed d\u1ee5ng khi h\u1ecd c\u1ed1 g\u1eafng th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5. V\u00ed d\u1ee5: <\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">T\u1ec7p c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">H\u00ecnh \u1ea3nh n\u00ean c\u00f3 tr\u00ean trang web h\u1ecd \u0111ang thi\u1ebft k\u1ebf<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh \u0111\u1ec3 tham kh\u1ea3o khi th\u1ef1c hi\u1ec7n<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">C\u00e1c t\u1ec7p JSON\/YAML m\u00e0 h\u1ecd c\u00f3 th\u1ec3 c\u1ea7n t\u1ea3i l\u00ean<\/span><\/li>\n<\/ul>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-9.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35467\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-9-1024x685.png\" alt=\"\" width=\"600\" height=\"401\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-9-1024x685.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-9-300x201.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-9-768x513.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-9.png 1222w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<div class=\"section-break\"><\/div>\n<h4><span style=\"font-weight: 400;\">Xu\u1ea5t b\u1ea3n Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n<\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Ho\u00e0n thi\u1ec7n Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch th\u00eam ng\u1eef c\u1ea3nh cho h\u1ecdc vi\u00ean:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nh\u1eadp th\u1eddi gian \u01b0\u1edbc t\u00ednh c\u1ee7a lab<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">G\u1eafn th\u1ebb c\u00e1c ch\u1ee7 \u0111\u1ec1 li\u00ean quan<\/span><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Nh\u1ea5n &#8220;Xu\u1ea5t b\u1ea3n&#8221; \u0111\u1ec3 ho\u00e0n t\u1ea5t lab<\/span><\/li>\n<\/ol>\n<p>L\u01b0u \u00fd: B\u1ea1n c\u0169ng c\u1ea7n ph\u1ea3i xu\u1ea5t b\u1ea3n b\u00e0i gi\u1ea3ng trong Lab trong kh\u00f3a h\u1ecdc \u0111\u1ec3 h\u1ecdc vi\u00ean c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0o Lab trong kh\u00f3a h\u1ecdc.<\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-35481\" src=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10-1024x432.png\" alt=\"\" width=\"600\" height=\"253\" srcset=\"https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10-1024x432.png 1024w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10-300x127.png 300w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10-768x324.png 768w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10-1536x648.png 1536w, https:\/\/teach.udemy.com\/wp-content\/uploads\/2025\/06\/Labs-10.png 1539w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<h1><strong>B\u1eaft \u0111\u1ea7u t\u1ea1o Lab trong kh\u00f3a h\u1ecdc h\u1ea5p d\u1eabn<\/strong><\/h1>\n<p><span style=\"font-weight: 400;\">Lab trong kh\u00f3a h\u1ecdc mang \u0111\u1ebfn cho h\u1ecdc vi\u00ean nh\u1eefng c\u01a1 h\u1ed9i qu\u00fd gi\u00e1 \u0111\u1ec3 th\u1ef1c h\u00e0nh c\u00e1c k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf. B\u1eb1ng c\u00e1ch l\u00e0m theo h\u01b0\u1edbng d\u1eabn n\u00e0y, b\u1ea1n c\u00f3 th\u1ec3 t\u1ea1o ra nh\u1eefng tr\u1ea3i nghi\u1ec7m th\u1ef1c t\u1ebf, \u00fd ngh\u0129a, gi\u00fap x\u00e2y d\u1ef1ng s\u1ef1 t\u1ef1 tin, ph\u00e1t tri\u1ec3n kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 n\u00e2ng cao s\u1ef1 s\u1eb5n s\u00e0ng cho c\u00f4ng vi\u1ec7c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 b\u1eaft \u0111\u1ea7u ch\u01b0a? X\u00e1c \u0111\u1ecbnh c\u00e1c b\u00e0i gi\u1ea3ng ch\u00ednh trong kh\u00f3a h\u1ecdc m\u00e0 Lab trong kh\u00f3a h\u1ecdc s\u1ebd mang l\u1ea1i gi\u00e1 tr\u1ecb, thi\u1ebft k\u1ebf c\u00e1c ho\u1ea1t \u0111\u1ed9ng ph\u00f9 h\u1ee3p v\u00e0 \u0111\u1eb7t ra c\u00e1c m\u1ee5c ti\u00eau r\u00f5 r\u00e0ng cho h\u1ecdc vi\u00ean. V\u1edbi k\u1ebf ho\u1ea1ch chu \u0111\u00e1o, Lab trong kh\u00f3a h\u1ecdc c\u1ee7a b\u1ea1n s\u1ebd khi\u1ebfn vi\u1ec7c h\u1ecdc tr\u1edf n\u00ean h\u1ea5p d\u1eabn, t\u01b0\u01a1ng t\u00e1c v\u00e0 c\u00f3 t\u00e1c \u0111\u1ed9ng h\u01a1n.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Lab trong kh\u00f3a h\u1ecdc l\u00e0 g\u00ec? Lab trong kh\u00f3a h\u1ecdc l\u00e0 m\u1ed9t n\u1ed9i dung m\u1edbi trong ch\u01b0\u01a1ng tr\u00ecnh gi\u1ea3ng d\u1ea1y, cho ph\u00e9p h\u1ecdc vi\u00ean th\u1ef1c h\u00e0nh c\u00e1c k\u1ef9 n\u0103ng k\u1ef9 thu\u1eadt trong m\u00f4i tr\u01b0\u1eddng th\u1ef1c t\u1ebf, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 workspace. Nh\u1eefng tr\u1ea3i nghi\u1ec7m th\u1ef1c h\u00e0nh n\u00e0y cho ph\u00e9p h\u1ecdc vi\u00ean \u00e1p d\u1ee5ng tr\u1ef1c ti\u1ebfp c\u00e1c [&hellip;]<\/p>\n","protected":false},"author":124,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-36649","page","type-page","status-publish","hentry"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/pages\/36649","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/users\/124"}],"replies":[{"embeddable":true,"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/comments?post=36649"}],"version-history":[{"count":2,"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/pages\/36649\/revisions"}],"predecessor-version":[{"id":37109,"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/pages\/36649\/revisions\/37109"}],"wp:attachment":[{"href":"https:\/\/teach.udemy.com\/vi\/wp-json\/wp\/v2\/media?parent=36649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}