{"id":477480,"date":"2023-08-09T09:15:39","date_gmt":"2023-08-09T09:15:39","guid":{"rendered":""},"modified":"2023-09-05T11:14:49","modified_gmt":"2023-09-05T11:14:49","slug":"hosted-notebooks","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/hosted-notebooks\/","title":{"rendered":"S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef"},"content":{"rendered":"

S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef l\u00e0 m\u00f4i tr\u01b0\u1eddng t\u01b0\u01a1ng t\u00e1c d\u1ef1a tr\u00ean web cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng vi\u1ebft, ch\u1ea1y v\u00e0 chia s\u1ebb m\u00e3 m\u1ed9t c\u00e1ch li\u1ec1n m\u1ea1ch. Ch\u00fang \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 kh\u00f4ng th\u1ec3 thi\u1ebfu \u0111\u1ed1i v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc, nh\u00e0 ph\u00e1t tri\u1ec3n, nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 gi\u00e1o d\u1ee5c d\u1eef li\u1ec7u, cho ph\u00e9p h\u1ecd th\u1eed nghi\u1ec7m, ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 c\u1ed9ng t\u00e1c hi\u1ec7u qu\u1ea3 trong m\u00f4i tr\u01b0\u1eddng d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y. Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta kh\u00e1m ph\u00e1 l\u1ecbch s\u1eed, ho\u1ea1t \u0111\u1ed9ng, t\u00ednh n\u0103ng ch\u00ednh, lo\u1ea1i, tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng v\u00e0 tri\u1ec3n v\u1ecdng trong t\u01b0\u01a1ng lai c\u1ee7a s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef.<\/p>\n

L\u1ecbch s\u1eed c\u1ee7a s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef v\u00e0 l\u1ea7n \u0111\u1ea7u ti\u00ean ch\u00fang \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp \u0111\u1ebfn<\/h2>\n

C\u00e1c s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb M\u00f4i tr\u01b0\u1eddng Tr\u1ef1c quan v\u00e0 \u0110i\u1ec7n to\u00e1n T\u01b0\u01a1ng t\u00e1c (ICAVE) do William Pollock v\u00e0 Lloyd T. Fosdick ph\u00e1t tri\u1ec3n v\u00e0o \u0111\u1ea7u nh\u1eefng n\u0103m 1990. Tuy nhi\u00ean, kh\u00e1i ni\u1ec7m n\u00e0y \u0111\u00e3 thu h\u00fat \u0111\u01b0\u1ee3c s\u1ef1 ch\u00fa \u00fd \u0111\u00e1ng k\u1ec3 v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a Jupyter Notebooks (tr\u01b0\u1edbc \u0111\u00e2y l\u00e0 IPython Notebooks) v\u00e0o n\u0103m 2011. Fernando P\u00e9rez v\u00e0 Robert Kern \u0111\u00e3 gi\u1edbi thi\u1ec7u Jupyter Notebooks nh\u01b0 m\u1ed9t m\u00f4i tr\u01b0\u1eddng t\u00ednh to\u00e1n t\u01b0\u01a1ng t\u00e1c k\u1ebft h\u1ee3p th\u1ef1c thi m\u00e3, \u0111a ph\u01b0\u01a1ng ti\u1ec7n v\u00e0 v\u0103n b\u1ea3n gi\u1ea3i th\u00edch.<\/p>\n

Th\u00f4ng tin chi ti\u1ebft v\u1ec1 S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef<\/h2>\n

S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng giao di\u1ec7n d\u1ef1a tr\u00ean web \u0111\u1ec3 t\u1ea1o, chia s\u1ebb v\u00e0 c\u1ed9ng t\u00e1c tr\u00ean c\u00e1c d\u1ef1 \u00e1n li\u00ean quan \u0111\u1ebfn m\u00e3 v\u00e0 d\u1eef li\u1ec7u. C\u00e1c t\u00ednh n\u0103ng \u0111i\u1ec3n h\u00ecnh c\u1ee7a s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef bao g\u1ed3m:<\/p>\n

    \n
  1. \u00d4 m\u00e3: Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 vi\u1ebft v\u00e0 th\u1ef1c thi m\u00e3 trong t\u1eebng \u00f4 ri\u00eang l\u1ebb, th\u00fac \u0111\u1ea9y qu\u00e1 tr\u00ecnh m\u00e3 h\u00f3a l\u1eb7p v\u00e0 t\u01b0\u01a1ng t\u00e1c.<\/li>\n
  2. \u00d4 \u0111\u00e1nh d\u1ea5u: \u00d4 \u0111\u00e1nh d\u1ea5u cho ph\u00e9p t\u1ea1o v\u0103n b\u1ea3n gi\u1ea3i th\u00edch, ph\u01b0\u01a1ng tr\u00ecnh, h\u00ecnh \u1ea3nh v\u00e0 c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n kh\u00e1c \u0111\u1ec3 cung c\u1ea5p ng\u1eef c\u1ea3nh v\u00e0 th\u00f4ng tin chi ti\u1ebft.<\/li>\n
  3. Hi\u1ec3n th\u1ecb \u0111\u1ea7u ra: \u0110\u1ea7u ra c\u1ee7a m\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c thi xu\u1ea5t hi\u1ec7n b\u00ean d\u01b0\u1edbi \u00f4 t\u01b0\u01a1ng \u1ee9ng, gi\u00fap d\u1ec5 d\u00e0ng h\u00ecnh dung v\u00e0 ph\u00e2n t\u00edch k\u1ebft qu\u1ea3 h\u01a1n.<\/li>\n
  4. H\u1ea1t nh\u00e2n: M\u00e1y t\u00ednh x\u00e1ch tay \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ch\u1ea1y m\u00e3 trong c\u00e1c c\u00f4ng c\u1ee5 t\u00ednh to\u00e1n ri\u00eang bi\u1ec7t \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 h\u1ea1t nh\u00e2n, c\u00f3 th\u1ec3 b\u1eb1ng c\u00e1c ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh kh\u00e1c nhau.<\/li>\n
  5. L\u01b0u v\u00e0 chia s\u1ebb: Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 l\u01b0u c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh v\u00e0 chia s\u1ebb s\u1ed5 ghi ch\u00e9p v\u1edbi ng\u01b0\u1eddi kh\u00e1c, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c c\u1ed9ng t\u00e1c v\u00e0 t\u00e1i t\u1ea1o.<\/li>\n<\/ol>\n

    C\u1ea5u tr\u00fac b\u00ean trong c\u1ee7a s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef<\/h2>\n

    M\u00e1y t\u00ednh x\u00e1ch tay \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean ki\u1ebfn tr\u00fac m\u00e1y kh\u00e1ch-m\u00e1y ch\u1ee7, bao g\u1ed3m hai th\u00e0nh ph\u1ea7n ch\u00ednh:<\/p>\n

      \n
    1. Giao di\u1ec7n M\u00e1y kh\u00e1ch: Giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng (UI) d\u1ef1a tr\u00ean web cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi s\u1ed5 ghi ch\u00e9p, t\u1ea1o n\u1ed9i dung v\u00e0 qu\u1ea3n l\u00fd t\u1ec7p. Giao di\u1ec7n m\u00e1y kh\u00e1ch giao ti\u1ebfp v\u1edbi m\u00e1y ch\u1ee7 notebook.<\/li>\n
    2. M\u00e1y ch\u1ee7 Notebook: M\u00e1y ch\u1ee7 ch\u1ecbu tr\u00e1ch nhi\u1ec7m th\u1ef1c thi m\u00e3, qu\u1ea3n l\u00fd h\u1ea1t nh\u00e2n v\u00e0 x\u1eed l\u00fd c\u00e1c t\u01b0\u01a1ng t\u00e1c v\u1edbi giao di\u1ec7n m\u00e1y kh\u00e1ch. N\u00f3 x\u1eed l\u00fd c\u00e1c \u00f4 m\u00e3, g\u1eedi k\u1ebft qu\u1ea3 l\u1ea1i cho m\u00e1y kh\u00e1ch v\u00e0 l\u01b0u s\u1ed5 ghi ch\u00e9p.<\/li>\n<\/ol>\n

      Ph\u00e2n t\u00edch c\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef<\/h2>\n

      S\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean m\u00e1y ch\u1ee7 c\u00f3 th\u1ec3 l\u00e0 do m\u1ed9t s\u1ed1 t\u00ednh n\u0103ng ch\u00ednh:<\/p>\n

        \n
      1. \n

        T\u01b0\u01a1ng t\u00e1c<\/strong>: S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u1ef1c thi c\u00e1c \u00f4 m\u00e3 m\u1ed9t c\u00e1ch \u0111\u1ed9c l\u1eadp, cho ph\u00e9p ph\u00e2n t\u00edch v\u00e0 g\u1ee1 l\u1ed7i t\u1eebng b\u01b0\u1edbc.<\/p>\n<\/li>\n

      2. \n

        Tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u<\/strong>: Ch\u00fang h\u1ed7 tr\u1ee3 t\u00edch h\u1ee3p \u0111a ph\u01b0\u01a1ng ti\u1ec7n, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u1ea1o tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u t\u01b0\u01a1ng t\u00e1c \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n.<\/p>\n<\/li>\n

      3. \n

        S\u1ef1 h\u1ee3p t\u00e1c<\/strong>: S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho s\u1ef1 c\u1ed9ng t\u00e1c li\u1ec1n m\u1ea1ch gi\u1eefa c\u00e1c th\u00e0nh vi\u00ean trong nh\u00f3m, khuy\u1ebfn kh\u00edch chia s\u1ebb ki\u1ebfn th\u1ee9c v\u00e0 qu\u1ea3n l\u00fd d\u1ef1 \u00e1n.<\/p>\n<\/li>\n

      4. \n

        T\u00ednh di \u0111\u1ed9ng<\/strong>: Notebook c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c chia s\u1ebb, t\u1ea3i xu\u1ed1ng v\u00e0 ch\u1ea1y tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng kh\u00e1c nhau, khi\u1ebfn ch\u00fang c\u00f3 t\u00ednh di \u0111\u1ed9ng cao v\u00e0 d\u1ec5 truy c\u1eadp.<\/p>\n<\/li>\n

      5. \n

        Ki\u1ec3m so\u00e1t phi\u00ean b\u1ea3n<\/strong>: T\u00edch h\u1ee3p v\u1edbi h\u1ec7 th\u1ed1ng ki\u1ec3m so\u00e1t phi\u00ean b\u1ea3n cho ph\u00e9p theo d\u00f5i c\u00e1c thay \u0111\u1ed5i v\u00e0 duy tr\u00ec l\u1ecbch s\u1eed c\u1ee7a s\u1ed5 ghi ch\u00e9p.<\/p>\n<\/li>\n<\/ol>\n

        C\u00e1c lo\u1ea1i s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef<\/h2>\n

        M\u00e1y t\u00ednh x\u00e1ch tay \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef c\u00f3 nhi\u1ec1u lo\u1ea1i kh\u00e1c nhau, m\u1ed7i lo\u1ea1i \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 lo\u1ea1i ph\u1ed5 bi\u1ebfn:<\/p>\n\n\n\n\n\n\n\n\n
        Lo\u1ea1i s\u1ed5 tay<\/th>\nS\u1ef1 mi\u00eau t\u1ea3<\/th>\n<\/tr>\n<\/thead>\n
        M\u00e1y t\u00ednh x\u00e1ch tay Jupyter<\/td>\nLo\u1ea1i ph\u1ed5 bi\u1ebfn nh\u1ea5t, h\u1ed7 tr\u1ee3 nhi\u1ec1u ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh v\u00e0 c\u00e1c ti\u1ec7n \u00edch m\u1edf r\u1ed9ng h\u01b0\u1edbng t\u1edbi c\u1ed9ng \u0111\u1ed3ng.<\/td>\n<\/tr>\n
        Google Colab<\/td>\n\u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean Jupyter, do Google l\u01b0u tr\u1eef v\u00e0 cung c\u1ea5p quy\u1ec1n truy c\u1eadp mi\u1ec5n ph\u00ed v\u00e0o GPU v\u00e0 TPU \u0111\u1ec3 t\u0103ng t\u1ed1c t\u00ednh to\u00e1n.<\/td>\n<\/tr>\n
        Microsoft Azure<\/td>\nS\u1ed5 ghi ch\u00e9p Azure \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean \u0111\u00e1m m\u00e2y Microsoft Azure, cung c\u1ea5p n\u1ec1n t\u1ea3ng cho c\u00e1c nhi\u1ec7m v\u1ee5 ph\u00e2n t\u00edch v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.<\/td>\n<\/tr>\n
        H\u1ea1t nh\u00e2n Kaggle<\/td>\n\u0110\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi n\u1ec1n t\u1ea3ng khoa h\u1ecdc d\u1eef li\u1ec7u c\u1ee7a Kaggle, n\u00f3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u1ea1o, chia s\u1ebb v\u00e0 t\u00e1i t\u1ea1o c\u00e1c ph\u00e2n t\u00edch.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        C\u00e1c c\u00e1ch s\u1eed d\u1ee5ng s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef, c\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 gi\u1ea3i ph\u00e1p c\u1ee7a ch\u00fang<\/h2>\n

        Tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng:<\/h3>\n
          \n
        1. \n

          Ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/strong>: S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a v\u00e0 ph\u00e2n t\u00edch th\u1ed1ng k\u00ea.<\/p>\n<\/li>\n

        2. \n

          H\u1ecdc m\u00e1y<\/strong>: C\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng s\u1ed5 ghi ch\u00e9p \u0111\u1ec3 \u0111\u00e0o t\u1ea1o, \u0111\u00e1nh gi\u00e1 v\u00e0 t\u1ed1i \u01b0u h\u00f3a m\u00f4 h\u00ecnh.<\/p>\n<\/li>\n

        3. \n

          D\u1ea1y v\u00e0 h\u1ecdc<\/strong>: C\u00e1c nh\u00e0 gi\u00e1o d\u1ee5c s\u1eed d\u1ee5ng s\u1ed5 ghi ch\u00e9p \u0111\u1ec3 t\u1ea1o ra c\u00e1c h\u01b0\u1edbng d\u1eabn v\u00e0 b\u00e0i t\u1eadp mang t\u00ednh t\u01b0\u01a1ng t\u00e1c.<\/p>\n<\/li>\n

        4. \n

          Nghi\u00ean c\u1ee9u v\u00e0 t\u1ea1o m\u1eabu<\/strong>: C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1eadn d\u1ee5ng s\u1ed5 ghi ch\u00e9p \u0111\u1ec3 t\u1ea1o nguy\u00ean m\u1eabu thu\u1eadt to\u00e1n v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eed nghi\u1ec7m.<\/p>\n<\/li>\n<\/ol>\n

          C\u00e1c v\u1ea5n \u0111\u1ec1 v\u00e0 gi\u1ea3i ph\u00e1p th\u01b0\u1eddng g\u1eb7p:<\/h3>\n
            \n
          1. \n

            H\u1ea1n ch\u1ebf v\u1ec1 ngu\u1ed3n l\u1ef1c<\/strong>: S\u1ed5 ghi ch\u00e9p c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i h\u1ea1n ch\u1ebf v\u1ec1 t\u00e0i nguy\u00ean khi x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn ho\u1eb7c c\u00e1c m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 chuy\u1ec3n sang c\u00e1c phi\u00ean b\u1ea3n d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y m\u1ea1nh m\u1ebd h\u01a1n ho\u1eb7c s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y v\u1edbi t\u00e0i nguy\u00ean t\u1ed1t h\u01a1n.<\/p>\n<\/li>\n

          2. \n

            Kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch m\u00e3<\/strong>: \u0110\u00f4i khi, s\u1ed5 ghi ch\u00e9p c\u00f3 th\u1ec3 g\u1eb7p ph\u1ea3i s\u1ef1 c\u1ed1 t\u01b0\u01a1ng th\u00edch v\u1edbi c\u00e1c th\u01b0 vi\u1ec7n ho\u1eb7c ph\u1ea7n ph\u1ee5 thu\u1ed9c c\u1ee5 th\u1ec3. Ng\u01b0\u1eddi d\u00f9ng n\u00ean \u0111\u1ea3m b\u1ea3o r\u1eb1ng t\u1ea5t c\u1ea3 c\u00e1c th\u01b0 vi\u1ec7n c\u1ea7n thi\u1ebft \u0111\u00e3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t v\u00e0 c\u1eadp nh\u1eadt \u0111\u1ec3 tr\u00e1nh xung \u0111\u1ed9t.<\/p>\n<\/li>\n

          3. \n

            M\u1ed1i quan t\u00e2m v\u1ec1 b\u1ea3o m\u1eadt<\/strong>: V\u00ec s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef th\u01b0\u1eddng ch\u1ea1y tr\u00ean m\u00e1y ch\u1ee7 c\u1ee7a b\u00ean th\u1ee9 ba n\u00ean d\u1eef li\u1ec7u ho\u1eb7c m\u00e3 nh\u1ea1y c\u1ea3m c\u00f3 th\u1ec3 g\u1eb7p r\u1ee7i ro. Ng\u01b0\u1eddi d\u00f9ng n\u00ean th\u1eadn tr\u1ecdng v\u00e0 tr\u00e1nh l\u01b0u tr\u1eef th\u00f4ng tin b\u00ed m\u1eadt ho\u1eb7c s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p m\u00e3 h\u00f3a an to\u00e0n.<\/p>\n<\/li>\n<\/ol>\n

            C\u00e1c \u0111\u1eb7c \u0111i\u1ec3m ch\u00ednh v\u00e0 so s\u00e1nh v\u1edbi c\u00e1c thu\u1eadt ng\u1eef t\u01b0\u01a1ng t\u1ef1<\/h2>\n\n\n\n\n\n\n\n\n
            Thu\u1eadt ng\u1eef<\/th>\nS\u1ef1 mi\u00eau t\u1ea3<\/th>\n<\/tr>\n<\/thead>\n
            S\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef<\/td>\nM\u00f4i tr\u01b0\u1eddng m\u00e3 h\u00f3a t\u01b0\u01a1ng t\u00e1c d\u1ef1a tr\u00ean web \u0111\u1ec3 c\u1ed9ng t\u00e1c v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/td>\n<\/tr>\n
            IDE \u0111\u00e1m m\u00e2y<\/td>\nM\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n t\u00edch h\u1ee3p c\u00f3 th\u1ec3 truy c\u1eadp qua \u0111\u00e1m m\u00e2y, bao g\u1ed3m ph\u1ea1m vi r\u1ed9ng h\u01a1n.<\/td>\n<\/tr>\n
            Tr\u00ecnh so\u1ea1n th\u1ea3o v\u0103n b\u1ea3n<\/td>\nC\u00e1c c\u00f4ng c\u1ee5 nh\u1eb9 \u0111\u1ec3 vi\u1ebft v\u00e0 ch\u1ec9nh s\u1eeda m\u00e3, thi\u1ebfu kh\u1ea3 n\u0103ng th\u1ef1c thi t\u01b0\u01a1ng t\u00e1c.<\/td>\n<\/tr>\n
            S\u1ed5 ghi ch\u00e9p c\u1ee5c b\u1ed9<\/td>\nS\u1ed5 ghi ch\u00e9p truy\u1ec1n th\u1ed1ng ch\u1ea1y tr\u00ean m\u00e1y c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, h\u1ea1n ch\u1ebf s\u1ef1 c\u1ed9ng t\u00e1c v\u00e0 kh\u1ea3 n\u0103ng truy c\u1eadp.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            Quan \u0111i\u1ec3m v\u00e0 c\u00f4ng ngh\u1ec7 c\u1ee7a t\u01b0\u01a1ng lai<\/h2>\n

            M\u00e1y t\u00ednh x\u00e1ch tay \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef c\u00f3 th\u1ec3 s\u1ebd ti\u1ebfp t\u1ee5c ph\u00e1t tri\u1ec3n, k\u1ebft h\u1ee3p nh\u1eefng ti\u1ebfn b\u1ed9 trong c\u00e1c l\u0129nh v\u1ef1c sau:<\/p>\n

              \n
            1. \n

              Hi\u1ec7u su\u1ea5t<\/strong>: Kh\u1ea3 n\u0103ng ph\u1ea7n c\u1ee9ng v\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n s\u1ebd d\u1eabn \u0111\u1ebfn vi\u1ec7c th\u1ef1c thi nhanh h\u01a1n v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i t\u1ed1t h\u01a1n.<\/p>\n<\/li>\n

            2. \n

              H\u1ed7 tr\u1ee3 AI<\/strong>: Vi\u1ec7c t\u00edch h\u1ee3p tr\u1ee3 l\u00fd AI s\u1ebd h\u1ee3p l\u00fd h\u00f3a c\u00e1c t\u00e1c v\u1ee5 m\u00e3 h\u00f3a v\u00e0 \u0111\u01b0a ra c\u00e1c \u0111\u1ec1 xu\u1ea5t th\u00f4ng minh.<\/p>\n<\/li>\n

            3. \n

              H\u1ee3p t\u00e1c th\u1eddi gian th\u1ef1c<\/strong>: C\u00e1c t\u00ednh n\u0103ng c\u1ed9ng t\u00e1c n\u00e2ng cao s\u1ebd cho ph\u00e9p nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng ch\u1ec9nh s\u1eeda s\u1ed5 ghi ch\u00e9p c\u00f9ng m\u1ed9t l\u00fac.<\/p>\n<\/li>\n

            4. \n

              Container h\u00f3a<\/strong>: C\u00f4ng ngh\u1ec7 v\u00f9ng ch\u1ee9a s\u1ebd gi\u00fap vi\u1ec7c \u0111\u00f3ng g\u00f3i v\u00e0 chia s\u1ebb c\u00e1c m\u00f4i tr\u01b0\u1eddng c\u00f3 th\u1ec3 t\u00e1i t\u1ea1o tr\u1edf n\u00ean d\u1ec5 d\u00e0ng h\u01a1n.<\/p>\n<\/li>\n<\/ol>\n

              C\u00e1ch s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 proxy v\u1edbi s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef<\/h2>\n

              M\u00e1y ch\u1ee7 proxy \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c t\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt v\u00e0 quy\u1ec1n ri\u00eang t\u01b0 khi s\u1eed d\u1ee5ng s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef. H\u1ecd c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tuy\u1ec3n d\u1ee5ng \u0111\u1ec3:<\/p>\n

                \n
              1. \n

                \u1ea8n danh ng\u01b0\u1eddi d\u00f9ng<\/strong>: M\u00e1y ch\u1ee7 proxy \u1ea9n \u0111\u1ecba ch\u1ec9 IP th\u1ef1c c\u1ee7a ng\u01b0\u1eddi d\u00f9ng, cung c\u1ea5p t\u00ednh n\u0103ng \u1ea9n danh khi truy c\u1eadp s\u1ed5 ghi ch\u00e9p.<\/p>\n<\/li>\n

              2. \n

                L\u1ecdc l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp<\/strong>: Proxy c\u00f3 th\u1ec3 l\u1ecdc c\u00e1c y\u00eau c\u1ea7u \u0111\u1ed9c h\u1ea1i, b\u1ea3o v\u1ec7 s\u1ed5 ghi ch\u00e9p kh\u1ecfi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng ti\u1ec1m \u1ea9n.<\/p>\n<\/li>\n

              3. \n

                B\u1ecf qua h\u1ea1n ch\u1ebf<\/strong>: Trong tr\u01b0\u1eddng h\u1ee3p s\u1ed5 ghi ch\u00e9p b\u1ecb ch\u1eb7n ho\u1eb7c h\u1ea1n ch\u1ebf, proxy c\u00f3 th\u1ec3 gi\u00fap v\u01b0\u1ee3t qua nh\u1eefng h\u1ea1n ch\u1ebf \u0111\u00f3.<\/p>\n<\/li>\n<\/ol>\n

                Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n

                \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 s\u1ed5 ghi ch\u00e9p \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef, b\u1ea1n c\u00f3 th\u1ec3 truy c\u1eadp c\u00e1c li\u00ean k\u1ebft sau:<\/p>\n

                  \n
                1. T\u00e0i li\u1ec7u s\u1ed5 tay Jupyter<\/a><\/li>\n
                2. Google Colab<\/a><\/li>\n
                3. M\u00e1y t\u00ednh x\u00e1ch tay Microsoft Azure<\/a><\/li>\n
                4. H\u1ea1t nh\u00e2n Kaggle<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468564,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477480","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Hosted Notebooks: Empowering Productivity and Collaboration<\/mark>","faq_items":[{"question":"What are Hosted Notebooks?","answer":"

                  Hosted notebooks are web-based interactive environments that enable users to write, run, and share code seamlessly. They provide a platform for data scientists, developers, researchers, and educators to experiment, analyze data, and collaborate efficiently in a cloud-based setting.<\/p>"},{"question":"How did Hosted Notebooks originate?","answer":"

                  The concept of hosted notebooks can be traced back to the early 1990s with the Interactive Computing and Visualization Environment (ICAVE). However, it gained significant attention in 2011 with the introduction of Jupyter Notebooks, developed by Fernando P\u00e9rez and Robert Kern.<\/p>"},{"question":"What features do Hosted Notebooks offer?","answer":"

                  Hosted notebooks come equipped with several key features, including:<\/p>

                  • Code Cells for interactive coding<\/li>
                  • Markdown Cells for explanatory text and media<\/li>
                  • Output Display to visualize results<\/li>
                  • Kernels for code execution in different languages<\/li>
                  • Saving and Sharing for collaboration and reproducibility.<\/li><\/ul>"},{"question":"How do Hosted Notebooks work internally?","answer":"

                    Hosted notebooks operate on a client-server architecture. The client interface, a web-based UI, allows users to interact with notebooks, while the notebook server executes code, manages kernels, and handles interactions with the client interface.<\/p>"},{"question":"What are the different types of Hosted Notebooks?","answer":"

                    There are various types of hosted notebooks catering to specific needs, including:<\/p>

                    • Jupyter Notebooks: The most popular type supporting multiple programming languages and extensions.<\/li>
                    • Google Colab: Hosted by Google, offering free access to GPUs and TPUs for accelerated computation.<\/li>
                    • Microsoft Azure Notebooks: Hosted on Microsoft Azure cloud, providing a platform for data science and analytics tasks.<\/li>
                    • Kaggle Kernels: Integrated with Kaggle's data science platform, allowing users to create, share, and reproduce analyses.<\/li><\/ul>"},{"question":"How can I use Hosted Notebooks, and what problems can I encounter?","answer":"

                      Hosted notebooks find applications in data analysis, machine learning, teaching, research, and prototyping. Some common problems users may encounter include resource limitations, code compatibility issues, and security concerns. Solutions involve switching to more powerful instances, ensuring library compatibility, and being cautious with sensitive data.<\/p>"},{"question":"How do Hosted Notebooks compare to similar terms?","answer":"

                      Hosted notebooks stand out as interactive coding environments with collaboration features, distinguishing them from cloud IDEs, text editors, and local notebooks.<\/p>"},{"question":"What does the future hold for Hosted Notebooks?","answer":"

                      The future of hosted notebooks will likely see improvements in performance, AI assistance, real-time collaboration, and containerization, making coding more efficient and user-friendly.<\/p>"},{"question":"How can proxy servers be used with Hosted Notebooks?","answer":"

                      Proxy servers play a role in enhancing security and privacy for hosted notebooks by anonymizing users, filtering traffic, and bypassing restrictions.<\/p>

                      For more information and resources about hosted notebooks, refer to the related links provided in the article.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477480","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477480\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/468564"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=477480"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}