{"id":2198,"date":"2020-03-10T07:36:03","date_gmt":"2020-03-10T14:36:03","guid":{"rendered":"https:\/\/melindaozel.com\/?p=2198"},"modified":"2025-02-21T16:02:34","modified_gmt":"2025-02-21T21:02:34","slug":"big-techs-homogeneous-hiring-habits-are-harming-our-data","status":"publish","type":"post","link":"https:\/\/melindaozel.com\/vi\/big-techs-homogeneous-hiring-habits-are-harming-our-data\/","title":{"rendered":"Th\u00f3i quen tuy\u1ec3n d\u1ee5ng \u0111\u1ed3ng nh\u1ea5t c\u1ee7a c\u00e1c t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn \u0111ang g\u00e2y h\u1ea1i cho d\u1eef li\u1ec7u c\u1ee7a ch\u00fang ta."},"content":{"rendered":"

Trong th\u1ebf gi\u1edbi s\u1ed1 h\u00f3a h\u01b0\u1edbng \u0111\u1ebfn ng\u01b0\u1eddi ti\u00eau d\u00f9ng, ch\u00fang ta \u0111\u00e3 t\u1ea1o ra m\u1ed9t \u00e1p l\u1ef1c c\u1ea5p b\u00e1ch \u0111\u1ec3 \u0111\u1ed5i m\u1edbi v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c s\u1ea3n ph\u1ea9m m\u1edbi. V\u1edbi xu h\u01b0\u1edbng h\u1ecdc m\u00e1y \u0111ang b\u00f9ng n\u1ed5 v\u00e0 \u00e1p l\u1ef1c t\u1ef1 duy tr\u00ec \u0111\u1ec3 h\u00e0nh \u0111\u1ed9ng nhanh ch\u00f3ng v\u00e0 \"x\u00e2y d\u1ef1ng\" m\u1ecdi th\u1ee9, c\u00e1c t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn lu\u00f4n c\u1ea7n nh\u1eefng ng\u01b0\u1eddi x\u00e2y d\u1ef1ng. K\u1ebft qu\u1ea3 l\u00e0, k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ngu\u1ed3n nh\u00e2n l\u1ef1c \u0111\u01b0\u1ee3c s\u0103n \u0111\u00f3n, chi\u1ebfm \u01b0u th\u1ebf v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng v\u00e0 g\u00e2y ra cu\u1ed9c \u0111ua th\u1ea7u gi\u1eefa c\u00e1c c\u00f4ng ty. Tuy nhi\u00ean, khi tham v\u1ecdng v\u1ec1 machine learning ng\u00e0y c\u00e0ng l\u1edbn, nhu c\u1ea7u v\u1ec1 d\u1eef li\u1ec7u c\u0169ng t\u0103ng theo, bi\u1ebfn c\u00e1c v\u1ea5n \u0111\u1ec1 t\u1eadp trung v\u00e0o k\u1ef9 thu\u1eadt th\u00e0nh c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean ng\u00e0nh. C\u00e1c d\u1ef1 \u00e1n t\u1ea1o ra d\u1eef li\u1ec7u m\u01a1 h\u1ed3 cao \u2013 nh\u01b0 bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t cho theo d\u00f5i khu\u00f4n m\u1eb7t \u2013 \u0111\u00f2i h\u1ecfi s\u1ef1 hi\u1ec3u bi\u1ebft v\u1ec1 d\u1eef li\u1ec7u v\u01b0\u1ee3t ra ngo\u00e0i ph\u1ea1m vi k\u1ef9 thu\u1eadt; ch\u00fang y\u00eau c\u1ea7u s\u1ef1 k\u1ebft h\u1ee3p li\u00ean ng\u00e0nh gi\u1eefa k\u1ef9 thu\u1eadt v\u00e0 l\u0129nh v\u1ef1c b\u1ed5 tr\u1ee3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng. Do \u0111\u00f3, c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 c\u1ea7n ph\u1ea3i ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p c\u00e1c chuy\u00ean gia l\u0129nh v\u1ef1c v\u00e0o qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n s\u1ea3n ph\u1ea9m.<\/p>\n

M\u1eb7c d\u00f9 vi\u1ec7c \u01b0u ti\u00ean c\u00e1c v\u1ecb tr\u00ed kh\u00f4ng thu\u1ed9c l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt kh\u00f4ng ph\u1ea3i l\u00e0 truy\u1ec1n th\u1ed1ng c\u1ee7a c\u00e1c t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn, c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c v\u1eabn nh\u1eadn th\u1ee9c \u0111\u01b0\u1ee3c t\u1ea7m quan tr\u1ecdng c\u1ee7a chuy\u00ean m\u00f4n s\u00e2u trong l\u0129nh v\u1ef1c h\u1ecdc m\u00e1y. V\u00ed d\u1ee5, ng\u00e0nh c\u00f4ng ngh\u1ec7 sinh h\u1ecdc ph\u1ee5 thu\u1ed9c v\u00e0o s\u1ef1 h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c chuy\u00ean gia y t\u1ebf v\u00e0 c\u00e1c chuy\u00ean gia k\u1ef9 thu\u1eadt. v\u00e0<\/em> K\u1ef9 s\u01b0. Trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y, nhu c\u1ea7u h\u1ee3p t\u00e1c l\u00e0 r\u00f5 r\u00e0ng, nh\u01b0ng trong c\u00e1c l\u0129nh v\u1ef1c chuy\u00ean m\u00f4n \u00edt \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn h\u01a1n, nhu c\u1ea7u n\u00e0y kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng r\u00f5 r\u00e0ng. Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp tr\u01b0\u1edbc \u0111\u00f3, m\u1ed9t l\u0129nh v\u1ef1c ch\u00ednh \u0111ang g\u1eb7p ph\u1ea3i s\u1ef1 thi\u1ebfu hi\u1ec3u bi\u1ebft v\u00e0 m\u01a1 h\u1ed3 l\u00e0 theo d\u00f5i khu\u00f4n m\u1eb7t. C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn c\u1ee7a theo d\u00f5i khu\u00f4n m\u1eb7t \u2013 bao g\u1ed3m b\u1ed9 l\u1ecdc khu\u00f4n m\u1eb7t, ph\u00e1t hi\u1ec7n \u0111\u1eb7c \u0111i\u1ec3m cho qu\u1ea3ng c\u00e1o s\u1ea3n ph\u1ea9m (v\u00ed d\u1ee5: ph\u00e1t hi\u1ec7n m\u00f4i \u0111\u1ec3 th\u1eed nghi\u1ec7m s\u1ea3n ph\u1ea9m son m\u00f4i ho\u1eb7c ph\u00e1t hi\u1ec7n m\u1eaft \u0111\u1ec3 thi\u1ebft k\u1ebf k\u00ednh) v\u00e0 avatar \u2013 t\u01b0\u01a1ng \u0111\u1ed1i v\u00f4 h\u1ea1i. Tuy nhi\u00ean, khi xem x\u00e9t c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng \u00edt \"d\u1ec5 th\u01b0\u01a1ng\" h\u01a1n nh\u01b0 ph\u00e1t hi\u1ec7n c\u1ea3m x\u00fac, gi\u00e1m s\u00e1t h\u00e0nh vi v\u00e0 ph\u00e1t hi\u1ec7n gian l\u1eadn trong h\u1ec7 th\u1ed1ng t\u01b0 ph\u00e1p h\u00ecnh s\u1ef1, ng\u00e0nh b\u1ea3o hi\u1ec3m ho\u1eb7c l\u0129nh v\u1ef1c an ninh m\u1ea1ng \u2013 hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y tr\u1edf n\u00ean g\u00e2y tranh c\u00e3i; v\u00e0 n\u1ebfu th\u1ef1c hi\u1ec7n sai c\u00e1ch, n\u00f3 c\u00f3 th\u1ec3 tr\u1edf n\u00ean nguy hi\u1ec3m. \u0110\u00e3 c\u00f3 nhi\u1ec1u v\u1ea5n \u0111\u1ec1 \u0111\u00e3 \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn v\u1ec1 c\u00f4ng ngh\u1ec7 nh\u1eadn di\u1ec7n khu\u00f4n m\u1eb7t v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng kh\u00f4ng \u0111\u01b0\u1ee3c quy \u0111\u1ecbnh c\u1ee7a n\u00f3 trong c\u00e1c qu\u1ed1c gia v\u00e0 ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau. V\u00ec theo d\u00f5i bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n nh\u1eadn di\u1ec7n m\u1ed9t ng\u01b0\u1eddi, m\u00e0 c\u00f2n quan s\u00e1t v\u00e0 \u0111\u01b0a ra k\u1ebft lu\u1eadn v\u1ec1 h\u00e0nh vi c\u1ee7a ng\u01b0\u1eddi \u0111\u00f3, n\u00f3 c\u00f3 kh\u1ea3 n\u0103ng x\u00e2m ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0 cao h\u01a1n nhi\u1ec1u.<\/p>\n

M\u1eb7c d\u00f9 d\u1eef li\u1ec7u bi\u1ec3u c\u1ea3m c\u00f3 vai tr\u00f2 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi vi\u1ec7c theo d\u00f5i khu\u00f4n m\u1eb7t, c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 l\u1edbn th\u01b0\u1eddng kh\u00f4ng \u01b0u ti\u00ean ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u bi\u1ec3u c\u1ea3m. C\u00e1c nh\u00e0 qu\u1ea3n l\u00fd s\u1ea3n ph\u1ea9m, qu\u1ea3n l\u00fd k\u1ef9 thu\u1eadt, nh\u00e0 nghi\u00ean c\u1ee9u ng\u01b0\u1eddi d\u00f9ng v\u00e0 k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m th\u01b0\u1eddng d\u1ef1a v\u00e0o hi\u1ec3u bi\u1ebft b\u1ec1 ngo\u00e0i v\u00e0 c\u00e1c t\u00ecm ki\u1ebfm t\u1ea1m th\u1eddi c\u1ee7a ri\u00eang m\u00ecnh thay v\u00ec t\u1eadn d\u1ee5ng ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u m\u00e0 m\u1ed9t chuy\u00ean gia c\u00f3 th\u1ec3 cung c\u1ea5p. Trong khi k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m l\u00e0 chuy\u00ean gia trong vi\u1ec7c t\u1ea1o ra c\u00e1c thu\u1eadt to\u00e1n, h\u1ecd th\u01b0\u1eddng ch\u1ec9 c\u00f3 ki\u1ebfn th\u1ee9c s\u01a1 b\u1ed9 v\u1ec1 d\u1eef li\u1ec7u. Do kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u00e1p l\u1ef1c cao v\u00e0 t\u1eadp trung v\u00e0o ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n c\u1ee7a m\u00ecnh, c\u00e1c k\u1ef9 s\u01b0 kh\u00f4ng th\u1ec3 ph\u00e1t tri\u1ec3n th\u00eam chuy\u00ean m\u00f4n trong vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u bi\u1ec3u c\u1ea3m ph\u1ee9c t\u1ea1p ho\u1eb7c n\u1eafm v\u1eefng c\u00e1c kh\u00e1i ni\u1ec7m ph\u1ee9c t\u1ea1p trong nghi\u00ean c\u1ee9u c\u1ea3m x\u00fac.<\/p>\n

X\u00e1c \u0111\u1ecbnh lo\u1ea1i d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft, c\u00e1ch thu th\u1eadp d\u1eef li\u1ec7u v\u00e0 c\u00e1ch g\u1eafn nh\u00e3n cho d\u1eef li\u1ec7u l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh tinh t\u1ebf<\/a>N\u1ebfu b\u1ea1n ch\u1ecdn nh\u1eafm m\u1ee5c ti\u00eau v\u00e0o d\u1eef li\u1ec7u sai, vi\u1ec7c thu th\u1eadp ho\u1eb7c g\u1eafn nh\u00e3n d\u1eef li\u1ec7u \u0111\u00f3 t\u1ed1t \u0111\u1ebfn \u0111\u00e2u c\u0169ng kh\u00f4ng quan tr\u1ecdng. N\u1ebfu b\u1ea1n nh\u1eafm m\u1ee5c ti\u00eau v\u00e0o d\u1eef li\u1ec7u h\u1eefu \u00edch nh\u01b0ng thu th\u1eadp n\u00f3 kh\u00f4ng \u0111\u00fang c\u00e1ch, n\u00f3 c\u0169ng s\u1ebd th\u1ea5t b\u1ea1i. N\u00f3 s\u1ebd th\u1ea5t b\u1ea1i m\u1ed9t l\u1ea7n n\u1eefa n\u1ebfu b\u1ea1n kh\u00f4ng g\u1eafn nh\u00e3n n\u00f3 m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0\/ho\u1eb7c ch\u00ednh x\u00e1c. Do s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 c\u1ea5u tr\u00fac gi\u1ea3i ph\u1eabu c\u1ee7a c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m khu\u00f4n m\u1eb7t, s\u1ef1 thi\u00ean v\u1ecb n\u1ed9i t\u1ea1i trong vi\u1ec7c di\u1ec5n gi\u1ea3i bi\u1ec3u c\u1ea3m, v\u00e0 tranh c\u00e3i gi\u1eefa c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u1ea3m x\u00fac v\u00e0 c\u00e1c nh\u00e0 gi\u1ea3i ph\u1eabu h\u1ecdc khu\u00f4n m\u1eb7t, b\u1ea5t k\u1ef3 nh\u00f3m n\u00e0o ph\u00e1t tri\u1ec3n thu\u1eadt to\u00e1n theo d\u00f5i khu\u00f4n m\u1eb7t v\u1edbi m\u1ee5c \u0111\u00edch v\u01b0\u1ee3t ra ngo\u00e0i vi\u1ec7c th\u1eed nghi\u1ec7m tr\u01b0\u1edbc khi mua son m\u00f4i \u0111\u1ec1u ph\u1ea3i ch\u1ea5p nh\u1eadn tr\u00e1ch nhi\u1ec7m v\u00e0 ngh\u0129a v\u1ee5 \u0111\u1ea1o \u0111\u1ee9c \u0111\u1ed1i v\u1edbi t\u00ednh to\u00e0n v\u1eb9n c\u1ee7a d\u1eef li\u1ec7u.<\/p>\n

Thay v\u00ec \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c th\u00e0nh ph\u1ea7n c\u01a1 b\u1ea3n c\u1ee7a thu\u1eadt to\u00e1n c\u1ee7a h\u1ecd \u0111\u01b0\u1ee3c nh\u1eefng ng\u01b0\u1eddi s\u1eed d\u1ee5ng hi\u1ec3u r\u00f5, t\u00ecnh tr\u1ea1ng \u0111\u00e1ng lo ng\u1ea1i c\u1ee7a c\u00e1c t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn l\u00e0 thu th\u1eadp ho\u1eb7c mua l\u1ea1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 chuy\u1ec3n giao cho c\u00e1c nh\u00e0 \u0111\u00e1nh gi\u00e1 d\u1eef li\u1ec7u b\u00ean th\u1ee9 ba. C\u00e1c nh\u00e0 \u0111\u00e1nh gi\u00e1 n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c thu\u00ea ngo\u00e0i, l\u00e0m vi\u1ec7c theo h\u1ee3p \u0111\u1ed3ng v\u00e0 h\u1ea7u nh\u01b0 lu\u00f4n b\u1ecb \u0111\u00e1nh gi\u00e1 th\u1ea5p. \u0110\u1ec3 gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng nh\u00e3n, ti\u00eau chu\u1ea9n l\u00e0 t\u1ea1o ra v\u00e0 \u00e1p d\u1ee5ng c\u00e1c Ch\u1ec9 s\u1ed1 Hi\u1ec7u su\u1ea5t Ch\u00ednh (KPIs), nh\u01b0ng v\u00ec Big Tech kh\u00f4ng \u0111\u1ea7u t\u01b0 ngu\u1ed3n l\u1ef1c v\u00e0o nh\u1eefng ng\u01b0\u1eddi c\u00f3 th\u1ec3 gi\u00e1m s\u00e1t ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch h\u1ee3p ph\u00e1p, c\u00e1c KPIs th\u01b0\u1eddng mang t\u00ednh t\u00f9y ti\u1ec7n v\u00e0 \u00edt gi\u00e1 tr\u1ecb. V\u1ea5n \u0111\u1ec1 c\u00e0ng tr\u1ea7m tr\u1ecdng h\u01a1n khi c\u00e1c k\u1ef9 s\u01b0 kh\u00f4ng \u0111\u01b0\u1ee3c trang b\u1ecb ki\u1ebfn th\u1ee9c s\u00e2u s\u1eafc \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh s\u1ef1 th\u1eadt c\u01a1 b\u1ea3n, v\u1eady h\u1ecd th\u1ef1c s\u1ef1 \u0111ang \u0111o l\u01b0\u1eddng \u0111i\u1ec1u g\u00ec? \u0110\u00f3 l\u00e0 h\u1ecdc m\u00e1y kh\u00f4ng gi\u00e1m s\u00e1t. V\u00e0 sau \u0111\u00f3 l\u00e0 k\u1ef9 thu\u1eadt kh\u00f4ng gi\u00e1m s\u00e1t.<\/p>\n

Khi l\u00e0m vi\u1ec7c cho m\u1ed9t trong n\u0103m c\u00f4ng ty l\u1edbn nh\u1ea5t t\u1ea1i Thung l\u0169ng Silicon, t\u00f4i th\u01b0\u1eddng xuy\u00ean ng\u1ea1c nhi\u00ean tr\u01b0\u1edbc th\u00e1i \u0111\u1ed9 th\u1edd \u01a1 c\u1ee7a \u0111\u1ed3ng nghi\u1ec7p \u0111\u1ed1i v\u1edbi d\u1eef li\u1ec7u theo d\u00f5i khu\u00f4n m\u1eb7t ph\u1ee9c t\u1ea1p. M\u1eb7c d\u00f9 c\u00e1c \u0111\u1ed3ng nghi\u1ec7p c\u1ee7a t\u00f4i l\u00e0 nh\u1eefng chuy\u00ean gia h\u00e0ng \u0111\u1ea7u trong l\u0129nh v\u1ef1c ph\u00e1t tri\u1ec3n thu\u1eadt to\u00e1n, h\u1ecd l\u1ea1i c\u00f3 ki\u1ebfn th\u1ee9c h\u1ea1n ch\u1ebf v\u1ec1 gi\u1ea3i ph\u1eabu khu\u00f4n m\u1eb7t, kh\u00e1i ni\u1ec7m c\u1ea3m x\u00fac c\u01a1 b\u1ea3n v\u00e0 h\u00e0nh vi bi\u1ec3u c\u1ea3m. Gi\u1ed1ng nh\u01b0 b\u1ea5t k\u1ef3 l\u0129nh v\u1ef1c chuy\u00ean m\u00f4n cao n\u00e0o kh\u00e1c, vi\u1ec7c hi\u1ec3u r\u00f5 nh\u1eefng s\u1eafc th\u00e1i c\u1ee7a bi\u1ec3u c\u1ea3m con ng\u01b0\u1eddi \u0111\u00f2i h\u1ecfi nhi\u1ec1u n\u0103m nghi\u00ean c\u1ee9u v\u00e0 kinh nghi\u1ec7m th\u1ef1c ti\u1ec5n. M\u1eb7c d\u00f9 t\u00f4i l\u00e0 chuy\u00ean gia v\u1ec1 bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t, ng\u01b0\u1eddi \u0111\u00e3 d\u00e0nh c\u1ea3 cu\u1ed9c \u0111\u1eddi v\u00e0 s\u1ef1 nghi\u1ec7p \u0111\u1ec3 nghi\u00ean c\u1ee9u nh\u1eefng chi ti\u1ebft tinh t\u1ebf c\u1ee7a khu\u00f4n m\u1eb7t con ng\u01b0\u1eddi, t\u00f4i th\u01b0\u1eddng xuy\u00ean b\u1ecb lo\u1ea1i kh\u1ecfi c\u00e1c cu\u1ed9c h\u1ecdp quan tr\u1ecdng v\u00e0 c\u00e1c phi\u00ean l\u1eadp k\u1ebf ho\u1ea1ch. T\u00f4i th\u01b0\u1eddng b\u1eaft g\u1eb7p \u0111\u1ed3ng nghi\u1ec7p v\u1ed9i v\u00e0ng l\u1ee5c l\u1ecdi c\u00e1c trang tham kh\u1ea3o bi\u1ec3u c\u1ea3m l\u1ed7i th\u1eddi v\u00e0 kh\u00f4ng ch\u00ednh x\u00e1c (\u0111i\u1ec1u m\u00e0 t\u00f4i hi\u1ec7n \u0111ang... Cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p m\u1edbi cho khu v\u1ef1c n\u00e0y.<\/a>Trong qu\u00e1 tr\u00ecnh c\u1ed1 g\u1eafng gh\u00e9p n\u1ed1i m\u1ed9t k\u1ebf ho\u1ea1ch \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u, chuy\u00ean m\u00f4n c\u1ee7a t\u00f4i th\u01b0\u1eddng b\u1ecb gi\u1edbi h\u1ea1n trong vai tr\u00f2 gi\u00e1m s\u00e1t, v\u00e0 k\u1ef9 n\u0103ng c\u1ee7a t\u00f4i b\u1ecb s\u1eed d\u1ee5ng sai m\u1ee5c \u0111\u00edch cho c\u00e1c t\u00e1c v\u1ee5 kh\u00f4ng li\u00ean quan nh\u01b0 ph\u00e2n lo\u1ea1i ki\u1ec3u r\u00e2u v\u00e0 m\u00e0u t\u00f3c. Khi t\u00f4i ch\u1ec9 ra c\u00e1c xu h\u01b0\u1edbng kh\u00f4ng nh\u1ea5t qu\u00e1n trong d\u1eef li\u1ec7u ho\u1eb7c d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u1ea7n c\u1ee9ng, t\u00f4i b\u1ecb g\u1ecdi v\u00e0o v\u00e0 \u0111\u01b0\u1ee3c gi\u1ea3ng gi\u1ea3i v\u1ec1 \"c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a machine learning.\"<\/p>\n

T\u00f4i th\u1ea5y nhi\u1ec1u tin tuy\u1ec3n d\u1ee5ng y\u00eau c\u1ea7u X n\u0103m kinh nghi\u1ec7m trong l\u0129nh v\u1ef1c theo d\u00f5i khu\u00f4n m\u1eb7t, nh\u01b0ng ch\u1ec9 y\u00eau c\u1ea7u kinh nghi\u1ec7m li\u00ean quan l\u00e0 ch\u01b0a \u0111\u1ee7. Gi\u1ed1ng nh\u01b0 vi\u1ec7c m\u1ed9t k\u1ef9 s\u01b0 t\u1eebng l\u00e0m vi\u1ec7c trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 y t\u1ebf kh\u00f4ng \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t b\u00e1c s\u0129, vi\u1ec7c ch\u1ec9 c\u00f3 kinh nghi\u1ec7m l\u00e0m vi\u1ec7c v\u1edbi c\u00f4ng ngh\u1ec7 theo d\u00f5i kh\u00f4ng \u0111\u1ee7 \u0111\u1ec3 m\u1ed9t k\u1ef9 s\u01b0 tr\u1edf th\u00e0nh chuy\u00ean gia v\u1ec1 bi\u1ec3u c\u1ea3m khu\u00f4n m\u1eb7t ho\u1eb7c c\u1ea3m x\u00fac. N\u1ebfu c\u00f3 s\u1ef1 t\u1eadp trung h\u01a1n v\u00e0o vi\u1ec7c tuy\u1ec3n d\u1ee5ng c\u00e1c chuy\u00ean gia ph\u00f9 h\u1ee3p, c\u00f3 th\u1ec3 vi\u1ec7c t\u00ecm ki\u1ebfm k\u1ef9 s\u01b0 c\u00f3 kinh nghi\u1ec7m hi\u1ebfm v\u00e0 c\u1ee5 th\u1ec3 s\u1ebd \u0111\u01b0\u1ee3c gi\u1ea3m b\u1edbt; s\u1ef1 gi\u1ea3m b\u1edbt n\u00e0y c\u00f3 th\u1ec3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho s\u1ef1 h\u1ee3p t\u00e1c s\u00e1ng t\u1ea1o h\u01a1n gi\u1eefa k\u1ef9 thu\u1eadt v\u00e0 c\u00e1c l\u0129nh v\u1ef1c b\u1ed5 sung m\u00e0 n\u00f3 c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p.<\/p>\n

S\u1ef1 t\u1eadp trung m\u00f9 qu\u00e1ng v\u00e0o k\u1ef9 thu\u1eadt c\u1ee7a c\u00e1c t\u1eadp \u0111o\u00e0n c\u00f4ng ngh\u1ec7 l\u1edbn l\u00e0 m\u1ed9t th\u00f3i quen thi\u1ebfu tr\u00e1ch nhi\u1ec7m c\u1ea7n ph\u1ea3i thay \u0111\u1ed5i. M\u1eb7c d\u00f9 c\u00e1c k\u1ef9 s\u01b0 ph\u1ea7n m\u1ec1m th\u1ef1c s\u1ef1 l\u00e0 y\u1ebfu t\u1ed1 thi\u1ebft y\u1ebfu trong qu\u00e1 tr\u00ecnh h\u1ecdc m\u00e1y, nh\u01b0ng tham v\u1ecdng v\u1ec1 h\u1ecdc m\u00e1y \u0111\u00e3 \u0111\u01b0a ch\u00fang ta \u0111\u1ebfn m\u1ed9t \u0111i\u1ec3m m\u00e0 ch\u00fang ta ph\u1ea3i nh\u1eadn ra nhu c\u1ea7u v\u1ec1 h\u00e0nh \u0111\u1ed9ng li\u00ean ng\u00e0nh. D\u1eef li\u1ec7u cho c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ee5 thu\u1ed9c v\u00e0o nh\u1eefng chi ti\u1ebft nh\u1ecf nh\u1eb7t kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c coi nh\u1eb9 \u2013 \u0111\u1eb7c bi\u1ec7t khi ch\u00fang ti\u1ec1m \u1ea9n nguy c\u01a1 b\u1ecb s\u1eed d\u1ee5ng cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p x\u00e2m ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0. N\u1ebfu c\u00e1c c\u00f4ng ty \u0111\u00e1nh gi\u00e1 cao chuy\u00ean m\u00f4n v\u1ec1 d\u1eef li\u1ec7u v\u1edbi c\u00f9ng s\u1ef1 t\u00f4n tr\u1ecdng v\u00e0 h\u1ed7 tr\u1ee3 nh\u01b0 h\u1ecd d\u00e0nh cho chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt, c\u00e1c thu\u1eadt to\u00e1n\u00a0v\u00e0\u00a0<\/em>D\u1eef li\u1ec7u m\u00e0 ch\u00fang \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng t\u1eeb \u0111\u00f3 s\u1ebd to\u00e0n di\u1ec7n h\u01a1n v\u00e0 \u00edt sai s\u00f3t h\u01a1n. Thi\u1ebfu h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u to\u00e0n di\u1ec7n s\u1ebd khi\u1ebfn ch\u00fang ta ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m kh\u00f4ng \u0111\u01b0\u1ee3c ki\u1ec3m so\u00e1t, d\u1ec5 b\u1ecb thi\u00ean v\u1ecb. S\u1ef1 m\u1ea5t c\u00e2n b\u1eb1ng trong \u0111\u1ea7u t\u01b0, t\u1eadp trung v\u00e0o thu\u1eadt to\u00e1n v\u00e0 b\u1ecf qua ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, s\u1ebd d\u1eabn \u0111\u1ebfn l\u00e3ng ph\u00ed n\u1ed7 l\u1ef1c k\u1ef9 thu\u1eadt, s\u1ea3n ph\u1ea9m thi\u1ebfu s\u00f3t v\u00e0 s\u1ef1 lan r\u1ed9ng c\u1ee7a c\u00f4ng ngh\u1ec7 kh\u00f4ng \u0111\u1ea1o \u0111\u1ee9c.<\/p>\n

\u0110\u1eebng \u0111\u1eb7t t\u1ea5t c\u1ea3 tr\u1ee9ng v\u00e0o m\u1ed9t gi\u1ecf. Tuy\u1ec3n d\u1ee5ng m\u1ed9t c\u00e1ch c\u00f3 tr\u00e1ch nhi\u1ec7m.<\/p>","protected":false},"excerpt":{"rendered":"

Khi tham v\u1ecdng v\u1ec1 h\u1ecdc m\u00e1y ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n, nhu c\u1ea7u v\u1ec1 d\u1eef li\u1ec7u c\u0169ng t\u0103ng theo, bi\u1ebfn c\u00e1c v\u1ea5n \u0111\u1ec1 t\u1eadp trung v\u00e0o k\u1ef9 s\u01b0 th\u00e0nh c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean ng\u00e0nh.<\/p>","protected":false},"author":60486633,"featured_media":2199,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[676756913,676756994,676756915,676756914,676757008,676756993],"tags":[],"class_list":["post-2198","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-action-units","category-ar-vr","category-facial-expressions","category-muscles","category-free","category-tech","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50"],"yoast_head":"\nBig Tech's Homogeneous Hiring Habits Are Harming Our Data - Face the FACS | Facial Expressions in Animation, AI, & Behavior<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/melindaozel.com\/vi\/big-techs-homogeneous-hiring-habits-are-harming-our-data\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Big Tech's Homogeneous Hiring Habits Are Harming Our Data\" \/>\n<meta property=\"og:description\" content=\"As machine learning ambitions grow, data needs grow as well, transforming engineer-centric problems into cross-disciplinary matters.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/melindaozel.com\/vi\/big-techs-homogeneous-hiring-habits-are-harming-our-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Face the FACS | Facial Expressions in Animation, AI, & Behavior\" \/>\n<meta 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