{"id":477510,"date":"2023-08-09T09:15:57","date_gmt":"2023-08-09T09:15:57","guid":{"rendered":""},"modified":"2023-09-05T11:14:51","modified_gmt":"2023-09-05T11:14:51","slug":"human-in-the-loop","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/vn\/wiki\/human-in-the-loop\/","title":{"rendered":"Con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p"},"content":{"rendered":"<p>Human-in-the-Loop (HITL) l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p t\u00ednh to\u00e1n t\u01b0\u01a1ng t\u00e1c t\u00edch h\u1ee3p tr\u00ed tu\u1ec7 con ng\u01b0\u1eddi v\u1edbi h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5 hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n<h2>Ngu\u1ed3n g\u1ed1c c\u1ee7a con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/h2>\n<p>Kh\u00e1i ni\u1ec7m Con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb k\u1ef9 thu\u1eadt \u0111i\u1ec1u khi\u1ec3n, trong \u0111\u00f3 thu\u1eadt ng\u1eef n\u00e0y \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u00f4 t\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng y\u00eau c\u1ea7u s\u1ef1 t\u01b0\u01a1ng t\u00e1c c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ec3 v\u1eadn h\u00e0nh th\u00e0nh c\u00f4ng. S\u1ef1 \u0111\u1ec1 c\u1eadp quan tr\u1ecdng \u0111\u1ea7u ti\u00ean c\u1ee7a n\u00f3 c\u00f3 th\u1ec3 b\u1eaft ngu\u1ed3n t\u1eeb nh\u1eefng n\u0103m 1940, v\u1edbi s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a \u0111i\u1ec1u khi\u1ec3n h\u1ecdc, m\u1ed9t l\u0129nh v\u1ef1c nghi\u00ean c\u1ee9u c\u00e1c h\u1ec7 th\u1ed1ng li\u00ean l\u1ea1c v\u00e0 \u0111i\u1ec1u khi\u1ec3n v\u1ed1n c\u00f3 trong m\u00e1y m\u00f3c v\u00e0 sinh v\u1eadt s\u1ed1ng.<\/p>\n<p>Tuy nhi\u00ean, \u1ee9ng d\u1ee5ng ch\u00ednh th\u1ee9c c\u1ee7a HITL trong l\u0129nh v\u1ef1c AI b\u1eaft \u0111\u1ea7u ph\u00e1t tri\u1ec3n v\u00e0o \u0111\u1ea7u th\u1ebf k\u1ef7 21 khi nh\u1eefng ti\u1ebfn b\u1ed9 trong c\u00f4ng ngh\u1ec7 ch\u1ee9ng t\u1ecf ti\u1ec1m n\u0103ng k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng nh\u1eadn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi v\u1edbi c\u00e1c ho\u1ea1t \u0111\u1ed9ng do m\u00e1y \u0111i\u1ec1u khi\u1ec3n.<\/p>\n<h2>Ra m\u1eaft con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/h2>\n<p>V\u1ec1 c\u1ed1t l\u00f5i, Human-in-the-Loop l\u00e0 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn m\u00e1y h\u1ecdc trong \u0111\u00f3 con ng\u01b0\u1eddi t\u00edch c\u1ef1c tham gia v\u00e0o c\u00e1c giai \u0111o\u1ea1n kh\u00e1c nhau trong v\u00f2ng \u0111\u1eddi c\u1ee7a m\u00f4 h\u00ecnh ML. T\u1eeb x\u1eed l\u00fd tr\u01b0\u1edbc d\u1eef li\u1ec7u, tr\u00edch xu\u1ea5t t\u00ednh n\u0103ng v\u00e0 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh \u0111\u1ebfn th\u1eed nghi\u1ec7m v\u00e0 ph\u1ea3n h\u1ed3i sau tri\u1ec3n khai, s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi s\u1ebd t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng c\u1ee7a h\u1ec7 th\u1ed1ng AI.<\/p>\n<p>HITL v\u1ec1 c\u01a1 b\u1ea3n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean tri\u1ebft l\u00fd r\u1eb1ng trong khi AI c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c nhi\u1ec7m v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i v\u00e0 t\u00ednh to\u00e1n chuy\u00ean s\u00e2u m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng, th\u00ec con ng\u01b0\u1eddi l\u1ea1i mang \u0111\u1ebfn nh\u1eefng thu\u1ed9c t\u00ednh \u0111\u1ed9c \u0111\u00e1o, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u00ednh s\u00e1ng t\u1ea1o, hi\u1ec3u bi\u1ebft theo ng\u1eef c\u1ea3nh v\u00e0 tr\u1ef1c gi\u00e1c, nh\u1eefng \u0111i\u1ec1u m\u00e0 AI kh\u00f3 b\u1eaft ch\u01b0\u1edbc.<\/p>\n<h2>Ch\u1ee9c n\u0103ng c\u1ee7a con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/h2>\n<p>H\u1ec7 th\u1ed1ng HITL ho\u1ea1t \u0111\u1ed9ng th\u00f4ng qua khu\u00f4n kh\u1ed5 h\u1ee3p t\u00e1c trong \u0111\u00f3 c\u1ea3 con ng\u01b0\u1eddi v\u00e0 m\u00e1y m\u00f3c \u0111\u1ec1u \u0111\u00f3ng g\u00f3p v\u00e0o qu\u00e1 tr\u00ecnh gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1. \u0110\u00e2y l\u00e0 m\u1ed9t c\u00e1i nh\u00ecn \u0111\u01a1n gi\u1ea3n v\u1ec1 c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3:<\/p>\n<ol>\n<li><strong>S\u01a1 ch\u1ebf:<\/strong> S\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 m\u1ee9c \u0111\u1ed9 ph\u00f9 h\u1ee3p c\u1ee7a t\u1eadp d\u1eef li\u1ec7u, bao g\u1ed3m c\u1ea3 vi\u1ec7c ghi nh\u00e3n v\u00e0 ch\u00fa th\u00edch.<\/li>\n<li><strong>\u0110\u00e0o t\u1ea1o:<\/strong> T\u1eadp d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m s\u1ea1ch v\u00e0 d\u00e1n nh\u00e3n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ML.<\/li>\n<li><strong>S\u1ef1 suy lu\u1eadn:<\/strong> M\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u01b0a ra d\u1ef1 \u0111o\u00e1n d\u1ef1a tr\u00ean \u0111\u1ea7u v\u00e0o.<\/li>\n<li><strong>\u00d4n t\u1eadp:<\/strong> Con ng\u01b0\u1eddi xem x\u00e9t v\u00e0 s\u1eeda ch\u1eefa k\u1ebft qu\u1ea3 \u0111\u1ea7u ra c\u1ee7a m\u00f4 h\u00ecnh n\u1ebfu c\u1ea7n thi\u1ebft.<\/li>\n<li><strong>Nh\u1eadn x\u00e9t:<\/strong> C\u00e1c k\u1ebft qu\u1ea3 \u0111\u1ea7u ra \u0111\u00e3 hi\u1ec7u ch\u1ec9nh s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a tr\u1edf l\u1ea1i h\u1ec7 th\u1ed1ng, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t c\u1ee7a m\u00f4 h\u00ecnh trong t\u01b0\u01a1ng lai.<\/li>\n<\/ol>\n<p>V\u00f2ng ph\u1ea3n h\u1ed3i n\u00e0y ti\u1ebfp t\u1ee5c cho \u0111\u1ebfn khi d\u1ef1 \u0111o\u00e1n c\u1ee7a m\u00f4 h\u00ecnh \u0111\u1ea1t \u0111\u1ebfn m\u1ee9c \u0111\u1ed9 ch\u00ednh x\u00e1c mong mu\u1ed1n.<\/p>\n<h2>C\u00e1c t\u00ednh n\u0103ng ch\u00ednh c\u1ee7a Human-in-the-Loop<\/h2>\n<p>Human-in-the-Loop, v\u1edbi t\u01b0 c\u00e1ch l\u00e0 m\u1ed9t kh\u00e1i ni\u1ec7m v\u00e0 th\u1ef1c ti\u1ec5n, s\u1edf h\u1eefu m\u1ed9t s\u1ed1 \u0111\u1eb7c \u0111i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd:<\/p>\n<ul>\n<li><strong>Tr\u00ed tu\u1ec7 h\u1ee3p t\u00e1c:<\/strong> HITL k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n c\u1ee7a m\u00e1y m\u00f3c v\u1edbi k\u1ef9 n\u0103ng nh\u1eadn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi.<\/li>\n<li><strong>H\u1ecdc t\u1eadp t\u01b0\u01a1ng t\u00e1c:<\/strong> H\u1ec7 th\u1ed1ng li\u00ean t\u1ee5c h\u1ecdc h\u1ecfi t\u1eeb ph\u1ea3n h\u1ed3i c\u1ee7a con ng\u01b0\u1eddi, c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t theo th\u1eddi gian.<\/li>\n<li><strong>C\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c:<\/strong> S\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi gi\u00fap gi\u1ea3m thi\u1ec3u c\u00e1c l\u1ed7i m\u00e0 h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 t\u1ef1 m\u1eafc ph\u1ea3i.<\/li>\n<li><strong>T\u00ednh linh ho\u1ea1t:<\/strong> HITL c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng tr\u00ean nhi\u1ec1u l\u0129nh v\u1ef1c, t\u1eeb ph\u01b0\u01a1ng ti\u1ec7n t\u1ef1 h\u00e0nh \u0111\u1ebfn ch\u1ea9n \u0111o\u00e1n ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe.<\/li>\n<li><strong>Tin c\u1eady &amp; Minh b\u1ea1ch:<\/strong> B\u1eb1ng c\u00e1ch cho con ng\u01b0\u1eddi tham gia v\u00e0o qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh, HITL c\u1ea3i thi\u1ec7n t\u00ednh minh b\u1ea1ch v\u00e0 \u0111\u1ed9 tin c\u1eady trong c\u00e1c h\u1ec7 th\u1ed1ng AI.<\/li>\n<\/ul>\n<h2>C\u00e1c lo\u1ea1i h\u1ec7 th\u1ed1ng con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/h2>\n<p>C\u00f3 m\u1ed9t s\u1ed1 lo\u1ea1i h\u1ec7 th\u1ed1ng HITL, \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i d\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 v\u00e0 t\u00ednh ch\u1ea5t can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>Ki\u1ec3u<\/strong><\/th>\n<th><strong>S\u1ef1 mi\u00eau t\u1ea3<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>HITL th\u1ee5 \u0111\u1ed9ng<\/strong><\/td>\n<td>\u0110\u1ea7u v\u00e0o c\u1ee7a con ng\u01b0\u1eddi ch\u1ec9 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho \u0111\u00e0o t\u1ea1o ban \u0111\u1ea7u ho\u1eb7c c\u1eadp nh\u1eadt \u0111\u1ecbnh k\u1ef3.<\/td>\n<\/tr>\n<tr>\n<td><strong>HITL \u0111ang ho\u1ea1t \u0111\u1ed9ng<\/strong><\/td>\n<td>Con ng\u01b0\u1eddi li\u00ean t\u1ee5c tham gia, x\u00e1c th\u1ef1c v\u00e0 s\u1eeda c\u00e1c d\u1ef1 \u0111o\u00e1n c\u1ee7a AI trong th\u1eddi gian th\u1ef1c.<\/td>\n<\/tr>\n<tr>\n<td><strong>HITL lai<\/strong><\/td>\n<td>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa th\u1ee5 \u0111\u1ed9ng v\u00e0 ch\u1ee7 \u0111\u1ed9ng, trong \u0111\u00f3 con ng\u01b0\u1eddi tham gia v\u00e0o qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o ban \u0111\u1ea7u v\u00e0 \u0111\u01b0\u1ee3c k\u00eau g\u1ecdi trong nh\u1eefng t\u00ecnh hu\u1ed1ng kh\u00f4ng ch\u1eafc ch\u1eafn.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>S\u1eed d\u1ee5ng con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p: Nh\u1eefng th\u00e1ch th\u1ee9c v\u00e0 gi\u1ea3i ph\u00e1p<\/h2>\n<p>HITL t\u00ecm th\u1ea5y \u1ee9ng d\u1ee5ng c\u1ee7a m\u00ecnh trong nhi\u1ec1u l\u0129nh v\u1ef1c nh\u01b0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, xe t\u1ef1 h\u00e0nh, h\u00e0ng kh\u00f4ng v\u0169 tr\u1ee5, d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng, v.v. Tuy nhi\u00ean, kh\u00f4ng ph\u1ea3i l\u00e0 kh\u00f4ng c\u00f3 th\u00e1ch th\u1ee9c. C\u00f3 th\u1ec3 c\u00f3 c\u00e1c v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng s\u1ef1 tham gia c\u1ee7a con ng\u01b0\u1eddi, quy\u1ec1n ri\u00eang t\u01b0 d\u1eef li\u1ec7u v\u00e0 nh\u1eefng sai l\u1ec7ch ti\u1ec1m \u1ea9n trong ph\u1ea3n h\u1ed3i c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n<p>Tuy nhi\u00ean, nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3m thi\u1ec3u. V\u1ec1 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 h\u1ecdc t\u1eadp t\u00edch c\u1ef1c c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m b\u1edbt n\u1ed7 l\u1ef1c c\u1ee7a con ng\u01b0\u1eddi b\u1eb1ng c\u00e1ch ch\u1ec9 cho h\u1ecd tham gia khi c\u1ea7n thi\u1ebft. Quy\u1ec1n ri\u00eang t\u01b0 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c duy tr\u00ec b\u1eb1ng c\u00e1ch \u1ea9n danh d\u1eef li\u1ec7u c\u00e1 nh\u00e2n v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u nghi\u00eam ng\u1eb7t. Cu\u1ed1i c\u00f9ng, \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00e1c th\u00e0nh ki\u1ebfn, c\u00f3 th\u1ec3 tuy\u1ec3n d\u1ee5ng m\u1ed9t nh\u00f3m ng\u01b0\u1eddi \u0111\u00e1nh gi\u00e1 \u0111a d\u1ea1ng.<\/p>\n<h2>So s\u00e1nh con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p v\u1edbi c\u00e1c kh\u00e1i ni\u1ec7m t\u01b0\u01a1ng t\u1ef1<\/h2>\n<p>B\u1ea3ng sau so s\u00e1nh HITL v\u1edbi c\u00e1c thu\u1eadt ng\u1eef t\u01b0\u01a1ng t\u1ef1:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u00dd t\u01b0\u1edfng<\/strong><\/th>\n<th><strong>S\u1ef1 mi\u00eau t\u1ea3<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/strong><\/td>\n<td>Li\u00ean quan \u0111\u1ebfn ph\u1ea3n h\u1ed3i c\u1ee7a con ng\u01b0\u1eddi trong su\u1ed1t v\u00f2ng \u0111\u1eddi c\u1ee7a m\u00f4 h\u00ecnh ML.<\/td>\n<\/tr>\n<tr>\n<td><strong>Con ng\u01b0\u1eddi tr\u00ean v\u00f2ng l\u1eb7p<\/strong><\/td>\n<td>Con ng\u01b0\u1eddi gi\u00e1m s\u00e1t ho\u1ea1t \u0111\u1ed9ng c\u1ee7a AI v\u00e0 ch\u1ec9 can thi\u1ec7p khi c\u1ea7n thi\u1ebft.<\/td>\n<\/tr>\n<tr>\n<td><strong>Con ng\u01b0\u1eddi ngo\u00e0i v\u00f2ng l\u1eb7p<\/strong><\/td>\n<td>AI ho\u1ea1t \u0111\u1ed9ng ho\u00e0n to\u00e0n \u0111\u1ed9c l\u1eadp m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Vi\u1ec5n c\u1ea3nh t\u01b0\u01a1ng lai c\u1ee7a con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/h2>\n<p>T\u01b0\u01a1ng lai c\u1ee7a HITL c\u00f3 v\u1ebb \u0111\u1ea7y h\u1ee9a h\u1eb9n, v\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 ti\u1ec1m n\u0103ng t\u1eadp trung v\u00e0o vi\u1ec7c t\u00edch h\u1ee3p s\u00e2u h\u01a1n nh\u1eadn th\u1ee9c c\u1ee7a con ng\u01b0\u1eddi v\u1edbi AI. C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 giao di\u1ec7n n\u00e3o-m\u00e1y t\u00ednh v\u00e0 \u0111i\u1ec7n to\u00e1n c\u1ea3m x\u00fac c\u00f3 th\u1ec3 l\u00e0 nh\u1eefng y\u1ebfu t\u1ed1 \u0111\u00f3ng g\u00f3p ch\u00ednh. \u00dd t\u01b0\u1edfng l\u00e0 l\u00e0m cho AI tr\u1edf n\u00ean \u0111\u1ed3ng c\u1ea3m, \u0111\u1ea1o \u0111\u1ee9c v\u00e0 d\u1ec5 th\u00edch nghi h\u01a1n, th\u00fac \u0111\u1ea9y s\u1ef1 h\u1ee3p t\u00e1c li\u1ec1n m\u1ea1ch gi\u1eefa con ng\u01b0\u1eddi v\u00e0 AI.<\/p>\n<h2>M\u00e1y ch\u1ee7 proxy v\u00e0 con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p<\/h2>\n<p>C\u00e1c m\u00e1y ch\u1ee7 proxy, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c m\u00e1y ch\u1ee7 do OneProxy cung c\u1ea5p, c\u00f3 th\u1ec3 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong h\u1ec7 th\u1ed1ng HITL. H\u1ecd c\u00f3 th\u1ec3 cung c\u1ea5p m\u1ed9t l\u1edbp b\u1ea3o m\u1eadt cho d\u1eef li\u1ec7u \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng, \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 tu\u00e2n th\u1ee7. H\u01a1n n\u1eefa, ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m th\u1ef1c t\u1ebf v\u00e0 \u0111a d\u1ea1ng h\u01a1n cho c\u00e1c m\u00f4 h\u00ecnh ML. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 t\u00ednh m\u1ea1nh m\u1ebd v\u00e0 t\u00ednh t\u1ed5ng qu\u00e1t c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh.<\/p>\n<h2>Li\u00ean k\u1ebft li\u00ean quan<\/h2>\n<ol>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Human-in-the-loop\" target=\"_new\" rel=\"noopener nofollow\">H\u1ecdc m\u00e1y theo v\u00f2ng l\u1eb7p con ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2006.12461\" target=\"_new\" rel=\"noopener nofollow\">Con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p, m\u1ed9t tri\u1ebft l\u00fd v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c AI<\/a><\/li>\n<li><a href=\"https:\/\/databricks.com\/glossary\/human-in-the-loop-for-machine-learning\" target=\"_new\" rel=\"noopener nofollow\">Con ng\u01b0\u1eddi trong v\u00f2ng l\u1eb7p cho h\u1ecdc m\u00e1y<\/a><\/li>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Proxy_server\" target=\"_new\" rel=\"noopener nofollow\">M\u00e1y ch\u1ee7 proxy<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468577,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477510","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Human-in-the-Loop: An Insight into Collaborative Computing<\/mark>","faq_items":[{"question":"What is Human-in-the-Loop (HITL)?","answer":"<p>Human-in-the-Loop is an interactive approach to computing that integrates human intelligence and input into the artificial intelligence (AI) systems' workflow. It's about using human insights at different stages of the machine learning model's life cycle, including data pre-processing, feature extraction, model training, testing, and post-deployment feedback.<\/p>"},{"question":"What is the history of Human-in-the-Loop?","answer":"<p>The concept of Human-in-the-Loop originated in control engineering, where systems required human interaction for operation. The first significant mention dates back to the 1940s in the field of cybernetics. The application of HITL in artificial intelligence, however, began to evolve in the early 21st century with advancements in technology.<\/p>"},{"question":"How does a Human-in-the-Loop system work?","answer":"<p>A HITL system functions through a collaborative framework involving humans and machines. It starts with humans pre-processing data, followed by the machine training on this data. The model then makes predictions, which humans review and correct, if necessary. These corrected outputs are then fed back into the system, which learns and improves from this feedback. This loop continues until the model's predictions reach a satisfactory level of accuracy.<\/p>"},{"question":"What are the key features of Human-in-the-Loop?","answer":"<p>The key features of HITL include collaborative intelligence, interactive learning, improved accuracy, versatility across various domains, and enhanced trust and transparency in AI systems.<\/p>"},{"question":"What types of Human-in-the-Loop systems exist?","answer":"<p>HITL systems can be categorized into Passive HITL, where human input is used for initial training or periodic updates; Active HITL, where humans continually validate and correct AI predictions; and Hybrid HITL, which combines the elements of both passive and active types.<\/p>"},{"question":"What are some challenges and solutions related to the use of Human-in-the-Loop?","answer":"<p>Challenges related to the use of HITL include scalability of human involvement, data privacy, and potential biases in human feedback. These can be addressed by using active learning techniques, implementing data anonymization and robust governance practices, and employing a diverse group of human reviewers to manage biases.<\/p>"},{"question":"How do proxy servers relate to Human-in-the-Loop?","answer":"<p>Proxy servers, such as those provided by OneProxy, can offer security for data used in HITL systems, ensuring privacy and compliance. They can also be used to create diverse and realistic testing environments for machine learning models, thus improving their robustness and generalizability.<\/p>"},{"question":"What are the future perspectives of Human-in-the-Loop?","answer":"<p>Future perspectives of HITL include deeper integration of human cognition with AI. Potential advancements could focus on technologies like brain-computer interfaces and affective computing, with an aim to make AI systems more empathetic, ethical, and adaptable.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/wiki\/477510","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\/477510\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media\/468577"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/vn\/wp-json\/wp\/v2\/media?parent=477510"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}