{"id":35108,"date":"2019-10-31T22:02:22","date_gmt":"2019-10-31T19:02:22","guid":{"rendered":"https:\/\/prohoster.info\/blog\/kak-my-moderiruem-obyavleniya\/"},"modified":"2019-10-31T22:02:22","modified_gmt":"2019-10-31T19:02:22","slug":"kak-my-moderiruem-obyavleniya","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/kak-my-moderiruem-obyavleniya","title":{"rendered":"Si e moderuojm\u00eb shpalljet","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/26550996eb43e06cf069d989d90fe8d5.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\n\u00c7do sh\u00ebrbim, t\u00eb cilin p\u00ebrdoruesit e tij mund t\u00eb krijojn\u00eb p\u00ebrmbajtje t\u00eb vet, \u00ebsht\u00eb i detyruar jo vet\u00ebm t\u00eb zgjidh\u00eb detyrat e biznesit, por edhe t\u00eb organizoj\u00eb p\u00ebrmbajtjen e p\u00ebrdoruesve. Moderimi i dob\u00ebt ose i pacaktuar i p\u00ebrmbajtjes mund t\u00eb zvog\u00ebloj\u00eb t\u00ebrheqjen e sh\u00ebrbimit p\u00ebr p\u00ebrdoruesit, madje deri n\u00eb nd\u00ebrprerjen e funksionimit t\u00eb tij. <\/p>\n<p>Sot do t'ju tregojm\u00eb p\u00ebr sinergjin\u00eb midis Yula dhe Odnoklassniki, e cila na ndihmon t\u00eb moderonim efektivisht shpalljet n\u00eb Yula. <\/p>\n<p>Sinergjia \u00ebsht\u00eb nj\u00eb gj\u00eb shum\u00eb e dobishme, dhe n\u00eb bot\u00ebn moderne, kur teknologjit\u00eb dhe trendet ndryshojn\u00eb shum\u00eb shpejt, ajo mund t\u00eb shnd\u00ebrrohet n\u00eb nj\u00eb shp\u00ebtim. Pse t\u00eb harxhojm\u00eb burime dhe koh\u00eb t\u00eb \u00e7muara p\u00ebr t\u00eb shpikur at\u00eb q\u00eb dikush e ka shpikur dhe e ka zhvilluar para nesh? <\/p>\n<p>K\u00ebshtu menduam edhe ne, kur u p\u00ebrball\u00ebm me detyr\u00ebn e moderimit t\u00eb p\u00ebrmbajtjes s\u00eb p\u00ebrdoruesve \u2014 imazhe, tekste dhe lidhje. P\u00ebrdoruesit tan\u00eb ngarkojn\u00eb \u00e7do dit\u00eb miliona nj\u00ebsi p\u00ebrmbajtjeje n\u00eb Yula, dhe pa p\u00ebrpunim automatik, nuk \u00ebsht\u00eb reale t\u00eb moderosh t\u00eb dh\u00ebna t\u00eb tilla manualisht.<\/p>\n<p>Prandaj, p\u00ebrdor\u00ebm nj\u00eb platform\u00eb moderimi q\u00eb ishte gati, e cila n\u00eb at\u00eb koh\u00eb ishte p\u00ebrmir\u00ebsuar nga koleg\u00ebt tan\u00eb nga Odnoklassniki deri n\u00eb nj\u00eb gjendje \"gati perfekte\".<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Pse Odnoklassniki?<\/h2>\n<p>\n\u00c7do dit\u00eb, dhjet\u00ebra miliona p\u00ebrdorues regjistrohen n\u00eb rrjetin social, duke publikuar miliarda nj\u00ebsi p\u00ebrmbajtjeje: nga fotografit\u00eb deri te videot dhe tekstet. Platforma e moderimit t\u00eb Odnoklassniki ndihmon n\u00eb kontrollin e volumedheve t\u00eb m\u00ebdha t\u00eb t\u00eb dh\u00ebnave dhe n\u00eb luftimin e spamereve dhe bot\u00ebve. <\/p>\n<p>Ekipa e moderimit t\u00eb OK ka akumuluar nj\u00eb p\u00ebrvoj\u00eb shum\u00eb t\u00eb madhe, pasi ka p\u00ebrmir\u00ebsuar mjetin e saj p\u00ebr 12 vjet. E r\u00ebnd\u00ebsishme \u00ebsht\u00eb q\u00eb ata jo vet\u00ebm q\u00eb kishin mund\u00ebsi t\u00eb ndanin zgjidhjet e tyre t\u00eb gatshme, por gjithashtu t\u00eb konfiguronte arkitektur\u00ebn e platform\u00ebs s\u00eb tyre p\u00ebr nevojat tona specifike.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/5f98b6c93728aad3de613fffb153f3d4.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nNga k\u00ebtu e tutje p\u00ebr shkak t\u00eb shkurt\u00ebsis\u00eb, do ta quajm\u00eb platform\u00ebn e moderimit t\u00eb OK thjesht \"platforma\".<\/p>\n<h2>Si \u00ebsht\u00eb nd\u00ebrtuar gjith\u00e7ka<\/h2>\n<p>\nMidis Yula dhe Odnoklassniki, shk\u00ebmbimi i t\u00eb dh\u00ebnave \u00ebsht\u00eb i organizuar p\u00ebrmes <noindex><a rel=\"nofollow\" href=\"https:\/\/kafka.apache.org\/\">Apache Kafka<\/a><\/noindex>. <\/p>\n<p>Pse e zgjodh\u00ebm k\u00ebt\u00eb mjet:<\/p>\n<ul>\n<li>N\u00eb Yula, t\u00eb gjitha shpalljet kalojn\u00eb post-moderim, prandaj n\u00eb fillim nuk ishte e nevojshme nj\u00eb p\u00ebrgjigje sinkrone.\n<\/li>\n<li>N\u00ebse ndodh nj\u00eb situat\u00eb e papritur dhe Yula ose Odnoklassniki nuk jan\u00eb t\u00eb aksesueshme, duke p\u00ebrfshir\u00eb p\u00ebr shkak t\u00eb ngarkesave t\u00eb pikave, t\u00eb dh\u00ebnat nga Kafka nuk do t\u00eb humbasin dhe m\u00eb von\u00eb do t\u00eb mund t\u00eb lexohen.\n<\/li>\n<li>Platforma \u00ebsht\u00eb integruar tashm\u00eb me Kafka, k\u00ebshtu q\u00eb shumica e \u00e7\u00ebshtjeve t\u00eb siguris\u00eb jan\u00eb zgjidhur.\n<\/li>\n<\/ul>\n<p>\n <img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/5aeaf03bac41c3113659d6d739021e71.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nP\u00ebr \u00e7do njoftim t\u00eb krijuar ose t\u00eb ndryshuar nga p\u00ebrdoruesi n\u00eb Jula formohet nj\u00eb JSON me t\u00eb dh\u00ebnat, i cili vendoset n\u00eb Kafka p\u00ebr moderim t\u00eb m\u00ebvonsh\u00ebm. Nga Kafka, njoftimet ngarkohen n\u00eb platform\u00eb, ku vendosen vendime automatikisht ose manualisht. Njoftimet e k\u00ebqija bllokohen me shpjegimin e arsyeve, nd\u00ebrsa ato p\u00ebr t\u00eb cilat platforma nuk ka gjetur shkelje, sh\u00ebnohen si 't\u00eb mira'. M\u00eb pas, t\u00eb gjitha vendimet d\u00ebrgohen p\u00ebrs\u00ebri n\u00eb Jula dhe aplikohet n\u00eb sh\u00ebrbim.<\/p>\n<p>N\u00eb fund, p\u00ebr Jula gjith\u00e7ka reduktohet n\u00eb veprime t\u00eb thjeshta: d\u00ebrgo nj\u00eb njoftim n\u00eb platform\u00ebn e Odnoklassnikov dhe merr mbrapsht nj\u00eb rezolut\u00eb 'mir\u00eb', ose pse nuk \u00ebsht\u00eb 'mir\u00eb'.<\/p>\n<h2>P\u00ebrpunimi automatik<\/h2>\n<p>\n\u00c7far\u00eb ndodh me njoftimin pasi ai arrin n\u00eb platform\u00eb? \u00c7do njoftim ndahet n\u00eb disa entitete:<\/p>\n<ul>\n<li>titulli,\n<\/li>\n<li>p\u00ebrshkrimi,\n<\/li>\n<li>fotografit\u00eb,\n<\/li>\n<li>kategoria dhe n\u00ebkategoria e zgjedhur nga p\u00ebrdoruesi p\u00ebr njoftimin,\n<\/li>\n<li>\u00e7mimi.\n<\/li>\n<\/ul>\n<p>\n<img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/e4396a3b4378975987fe3a871c3d6fbf.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPastaj, p\u00ebr secil\u00ebn entitet, platforma realizon klasterizimin p\u00ebr t\u00eb gjetur dublikatet. Teksti dhe fotografit\u00eb klasterizohen sipas skemave t\u00eb ndryshme.<\/p>\n<p>Tekstet para klasterizimit normalizohen p\u00ebr t\u00eb hequr karakteret speciale, shkronjat e modifikuara dhe mbeturinat e tjera. T\u00eb dh\u00ebnat e marra ndahen n\u00eb N-gra, \u00e7do nj\u00ebra e cila hash-izohet. N\u00eb fund rezulton nj\u00eb num\u00ebr i madh hash-eve unik. <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.wikipedia.org\/wiki\/%D0%9A%D0%BE%D1%8D%D1%84%D1%84%D0%B8%D1%86%D0%B8%D0%B5%D0%BD%D1%82_%D1%81%D1%85%D0%BE%D0%B4%D1%81%D1%82%D0%B2%D0%B0\">Ngjashm\u00ebria midis teksteve konsiderohet sipas<\/a><\/noindex> mas\u00ebs Jaccard<\/p>\n<p>nd\u00ebrmjet dy grupeve t\u00eb marra. N\u00ebse ngjashm\u00ebria \u00ebsht\u00eb m\u00eb e madhe se pragu, tekstet bashkohen n\u00eb nj\u00eb klaster. P\u00ebr t\u00eb p\u00ebrshpejtuar k\u00ebrkimin e klastereve t\u00eb ngjashme, p\u00ebrdoret MinHash dhe hashing sensitiv ndaj lokalitetit. <\/p>\n<p>P\u00ebr fotografit\u00eb jan\u00eb shpikur variante t\u00eb ndryshme p\u00ebr bashkimin e imazheve, nga krahasimi i pHash t\u00eb imazheve deri te gjetja e dublikat\u00ebve me ndihm\u00ebn e nj\u00eb rrjeti neuronik. Metoda e fundit \u00ebsht\u00eb m\u00eb 'e ashp\u00ebr'. P\u00ebr t\u00eb trajnuar modelin, jan\u00eb zgjedhur treqesh nj\u00ebj\u00ebsish (N, A, P), ku N nuk \u00ebsht\u00eb i ngjash\u00ebm me A, nd\u00ebrsa P \u00ebsht\u00eb i ngjash\u00ebm me A (\u00ebsht\u00eb nj\u00eb polidublikat\u00eb). M\u00eb pas, rrjeti neuronik u trajnuar t\u00eb b\u00ebnte q\u00eb A dhe P t\u00eb ishin sa m\u00eb t\u00eb af\u00ebrt, dhe A dhe N t\u00eb ishin sa m\u00eb larg. K\u00ebshtu, rezulton nj\u00eb num\u00ebr m\u00eb i vog\u00ebl i alarmeve false krahasuar me thjesht marrjen e embed-eve nga nj\u00eb rrjet i trajnuar paraprakisht.<\/p>\n<p>Kur nj\u00eb rrjet nervor merr imazhe si hyrje, p\u00ebr secilin prej tyre gjeneron nj\u00eb vektor N(128)-dimensional dhe b\u00ebn nj\u00eb k\u00ebrkes\u00eb p\u00ebr t\u00eb vler\u00ebsuar af\u00ebrsin\u00eb e imazhit. M\u00eb pas llogaritet nj\u00eb kufi, p\u00ebr t\u00eb cilin imazhet e af\u00ebrta konsiderohen si kopje.<\/p>\n<p>Modeli \u00ebsht\u00eb mjesht\u00ebr n\u00eb gjetjen e spammer\u00ebve, t\u00eb cil\u00ebt fotografiojn\u00eb q\u00ebllimisht t\u00eb nj\u00ebjtin produkt nga k\u00ebnde t\u00eb ndryshme p\u00ebr t\u00eb kaluar p\u00ebrballimin e p\u00ebrdorimit t\u00eb pHash.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/943a628a844ea124317e7eec8d3c19f7.png\" style=\"display:block;margin: 0 auto;\" \/><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/4b6f7082751ddb7581d00cf171797b1d.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Shembuj t\u00eb fotografive spam, t\u00eb lidhura nga rrjeti nervor si kopje.<\/i><\/p>\n<p>N\u00eb faz\u00ebn p\u00ebrfundimtare, kopjet e shpalljeve k\u00ebrkohen nj\u00ebkoh\u00ebsisht si sipas tekstit ashtu edhe sipas imazhit.<\/p>\n<p>N\u00ebse n\u00eb nj\u00eb grup lidhen dy ose m\u00eb shum\u00eb shpallje, sistemi aktivizon nj\u00eb bllokim automatik, i cili sipas algoritmeve t\u00eb caktuara zgjedh se cilat kopje t\u00eb fshihen dhe cilat t\u00eb mbahen. P\u00ebr shembull, n\u00ebse dy p\u00ebrdorues kan\u00eb fotografi identike n\u00eb shpallje, sistemi do t\u00eb bllokoj\u00eb shpalljen m\u00eb t\u00eb re.<\/p>\n<p>Pas krijimit, t\u00eb gjith\u00eb grupet kalojn\u00eb p\u00ebrmes nj\u00eb s\u00ebr\u00eb filtrash automatik\u00eb. \u00c7do filtr p\u00ebrcakton grupit nj\u00eb num\u00ebr pik\u00ebsh (score): me cila mund\u00ebsi ai p\u00ebrmban nj\u00eb k\u00ebrc\u00ebnim q\u00eb identifikon ky filtr. <\/p>\n<p>P\u00ebr shembull, sistemi analizon p\u00ebrshkrimin n\u00eb shpallje dhe zgjidh p\u00ebr t\u00eb nj\u00eb kategori potenciale. M\u00eb pas merr at\u00eb, p\u00ebr t\u00eb cil\u00ebn ka probabilitetin m\u00eb t\u00eb lart\u00eb, dhe e krahasojn\u00eb me kategorin\u00eb q\u00eb ka caktuar autori i shpalljes. N\u00ebse ato nuk p\u00ebrputhen, shpallja bllokohet p\u00ebr kategori t\u00eb gabuar. Dhe duke qen\u00eb se ne jemi t\u00eb mir\u00eb dhe t\u00eb ndersh\u00ebm, e themi drejtp\u00ebrdrejt p\u00ebrdoruesit se \u00e7far\u00eb kategorie duhet t\u00eb zgjedh\u00eb p\u00ebr t\u00eb kaluar moderimin.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/a909ea1ff91d57a225d2db1c96cd56a7.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Njoftim p\u00ebr bllokim p\u00ebr kategori t\u00eb gabuar.<\/i><\/p>\n<p>N\u00eb platform\u00ebn ton\u00eb, machine learning ndihet si n\u00eb sht\u00ebpi. P\u00ebr shembull, me ndihm\u00ebn e tij ne gjejm\u00eb n\u00eb tituj dhe p\u00ebrshkrime produkte t\u00eb ndaluara n\u00eb RF. Dhe modelet e rrjeteve nervore shqyrtojn\u00eb me kujdes pamjet, p\u00ebr t\u00eb par\u00eb n\u00ebse kan\u00eb URL, tekste spam, numra telefoni dhe gjithashtu 'produkte t\u00eb ndaluara'.<\/p>\n<p>P\u00ebr rastet kur nj\u00eb produkt i ndaluar p\u00ebrpiqet t\u00eb shitet, duke e maskuar si di\u00e7ka t\u00eb ligjshme dhe nuk ka asnj\u00eb tekst n\u00eb titull ose p\u00ebrshkrim, ne p\u00ebrdorim etiketimin e imazheve. P\u00ebr \u00e7do imazh mund t\u00eb jen\u00eb t\u00eb vendosur deri n\u00eb 11,000 etiketa t\u00eb ndryshme, q\u00eb p\u00ebrshkruajn\u00eb se \u00e7far\u00eb ndodhet n\u00eb imazh.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/865afd80422c05d1277ac53f7fe0009e.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Nj\u00eb kallg \u00ebsht\u00eb p\u00ebrpjekur t\u00eb shitet, duke e maskuar si samovar.<\/i><\/p>\n<p>Paralelisht me filtrat e komplikuar\u00eb punojn\u00eb edhe ata t\u00eb thjesht\u00eb, t\u00eb cil\u00ebt zgjidhin detyra t\u00eb dukshme q\u00eb lidhen me tekstin: <\/p>\n<ul>\n<li>antimat; \n<\/li>\n<li>detektor URL-sh dhe numrash telefoni; \n<\/li>\n<li>p\u00ebrmendje t\u00eb mesazhereve dhe kontakteve t\u00eb tjera; \n<\/li>\n<li>\u00e7mim i ulur; \n<\/li>\n<li>njoftime n\u00eb t\u00eb cilat nuk shitet asgj\u00eb, etj.\n<\/li>\n<\/ul>\n<p>\nSot, \u00e7do njoftim kalon p\u00ebrmes nj\u00eb sita shum\u00eb t\u00eb im\u00ebt nga mbi 50 filtre automatike q\u00eb p\u00ebrpiqen t\u00eb gjejn\u00eb di\u00e7ka t\u00eb keqe n\u00eb njoftim.<\/p>\n<p>N\u00ebse asnj\u00eb nga detektor\u00ebt nuk \u00ebsht\u00eb aktivizuar, at\u00ebher\u00eb n\u00eb Yula d\u00ebrgohet nj\u00eb p\u00ebrgjigje q\u00eb njoftimi, \"m\u00eb ndoshta\", \u00ebsht\u00eb n\u00eb rregull. Ne e aplikojm\u00eb k\u00ebt\u00eb p\u00ebrgjigje te vetja dhe p\u00ebrdoruesit q\u00eb jan\u00eb abonuar te shit\u00ebsi marrin nj\u00eb njoftim p\u00ebr shfaqjen e nj\u00eb produkti t\u00eb ri.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/37ed66a822d50348686c823e6b919712.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Njoftim q\u00eb shit\u00ebsi ka nj\u00eb produkt t\u00eb ri.<\/i><\/p>\n<p>N\u00eb fund, \u00e7do njoftim \"rritet\" me metadita, nj\u00eb pjes\u00eb e s\u00eb cilave gjenerohet gjat\u00eb krijimit t\u00eb njoftimit (adresa IP e autorit, user-agent, platforma, gjeolokacioni etj.), dhe e tjera jan\u00eb score, t\u00eb l\u00ebna nga \u00e7do filt\u00ebr.<\/p>\n<h2>Radh\u00ebt e njoftimeve<\/h2>\n<p>\nKur njoftimi hy n\u00eb platform\u00eb, sistemi e vendos at\u00eb n\u00eb nj\u00eb nga radh\u00ebt. \u00c7do radh\u00eb formohet me nj\u00eb formula matematikore, e cila kombinon metaditat e njoftimit n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb zgjidh\u00eb ndonj\u00eb model t\u00eb keq.<\/p>\n<p>P\u00ebr shembull, mund t\u00eb krijohet nj\u00eb radh\u00eb njoftimesh n\u00eb kategorin\u00eb \"Telefona celular\u00eb\" nga p\u00ebrdorues t\u00eb Yula-s t\u00eb supozuar nga Sh\u00ebn Petersburgu, por me adresat e tyre IP nga Moska ose qytete t\u00eb tjera.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/de7b944fed4fc8682ab068c5956f1023.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Shembuj njoftimesh t\u00eb publikuara nga nj\u00eb p\u00ebrdorues n\u00eb qytete t\u00eb ndryshme.<\/i><\/p>\n<p>Ose mund t\u00eb formohen radh\u00eb n\u00eb baz\u00eb t\u00eb pik\u00ebve, t\u00eb cilat rrjeti nervor jep njoftimeve, duke i renditur ato sipas r\u00ebnies.<\/p>\n<p>\u00c7do radh\u00eb, sipas formul\u00ebs s\u00eb saj, i jep nj\u00eb score p\u00ebrfundimtar njoftimit. M\u00eb pas mund t\u00eb veprohet n\u00eb m\u00ebnyra t\u00eb ndryshme: <\/p>\n<ul>\n<li>t\u00eb p\u00ebrcaktohet nj\u00eb vler\u00eb prag, n\u00eb t\u00eb cil\u00ebn njoftimi do t\u00eb marr\u00eb nj\u00eb lloj t\u00eb caktuar bllokimi; \n<\/li>\n<li>t\u00eb gjitha njoftimet n\u00eb radh\u00eb t'i d\u00ebrgohen moderuesve p\u00ebr verifikim manual;\n<\/li>\n<li>ose t\u00eb kombinohen opsionet e m\u00ebparshme: t\u00eb vendoset nj\u00eb prag bllokimi automatik dhe t\u00eb d\u00ebrgohen moderuesve ato njoftime q\u00eb nuk e arrit\u00ebn k\u00ebt\u00eb prag.\n<\/li>\n<\/ul>\n<p>\n<img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/46a773be691fb644df64fe68f999a568.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nPse i nevojiten k\u00ebto radh\u00eb? T\u00eb supozojm\u00eb se nj\u00eb p\u00ebrdorues ka ngarkuar nj\u00eb fotografi t\u00eb nj\u00eb arm\u00eb zjarri. Rrjeti nervor i jep asaj nj\u00eb pik\u00eb nga 95 deri n\u00eb 100 dhe me nj\u00eb sakt\u00ebsi 99% p\u00ebrcakton se n\u00eb foto \u00ebsht\u00eb arm\u00eb. Por n\u00ebse vlera e pik\u00ebs \u00ebsht\u00eb m\u00eb e ul\u00ebt se 95%, sakt\u00ebsia e modelit fillon t\u00eb bjer\u00eb (kjo \u00ebsht\u00eb nj\u00eb karakteristik\u00eb e modeleve t\u00eb rrjeteve nervore).<\/p>\n<p>Si rezultat, formohet nj\u00eb radh\u00eb n\u00eb baz\u00eb t\u00eb pik\u00ebs s\u00eb modelit, dhe ato nga njoftimet q\u00eb mor\u00ebn nga 95 deri n\u00eb 100, automatikisht bllokohen si \u00abProdukt i Ndaluar\u00bb. Njoftimet me num\u00ebr pikash m\u00eb posht\u00eb se 95 d\u00ebrgohen p\u00ebr p\u00ebrpunim manual nga moderator\u00ebt.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/0b22d783560e9670b99661df2de9d9ba.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Beretta e \u00e7okollat\u00ebs me fishek\u00eb. Vet\u00ebm p\u00ebr moderim manual! \ud83d\ude42<\/i><\/p>\n<h2>Moderim manual<\/h2>\n<p>\nN\u00eb fillim t\u00eb vitit 2019, rreth 94% e t\u00eb gjitha njoftimeve n\u00eb Juola moderohen automatikisht. <\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/7dc3172e65097cc58b2a29d2df063507.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nN\u00ebse platforma nuk mund t\u00eb vendos\u00eb p\u00ebr disa njoftime, ato d\u00ebrgohen p\u00ebr moderim manual. Odnoklassniki kan\u00eb zhvilluar nj\u00eb mjet t\u00eb vetin: n\u00eb detyrat p\u00ebr moderator\u00ebt shfaqet menj\u00ebher\u00eb e gjith\u00eb informacioni i nevojsh\u00ebm p\u00ebr t\u00eb marr\u00eb nj\u00eb vendim t\u00eb shpejt\u00eb \u2014 n\u00ebse njoftimi \u00ebsht\u00eb i vlefsh\u00ebm apo duhet bllokuar me arsyen e sh\u00ebnuar.<\/p>\n<p>Dhe q\u00eb gjat\u00eb moderimit manual t\u00eb mos vuaj\u00eb cil\u00ebsia e sh\u00ebrbimit, puna e njer\u00ebzve kontrollohet vazhdimisht. P\u00ebr shembull, n\u00eb fluksin e detyrave, moderatorit i shfaqen \u00abtrap\u00bb \u2014 njoftime, p\u00ebr t\u00eb cilat jan\u00eb marr\u00eb vendime t\u00eb gatshme. N\u00ebse vendimi i moderatorit nuk p\u00ebrputhet me t\u00eb gatshmet, atij i llogaritet nj\u00eb gabim.<\/p>\n<p>P\u00ebr kontrollin e nj\u00eb njoftimi, moderatorit n\u00eb mesatarje i nevojiten 10 sekonda. Nd\u00ebrkoh\u00eb, numri i gabimeve nuk kalon 0,5% t\u00eb t\u00eb gjitha njoftimeve t\u00eb kontrolluara.<\/p>\n<h2>Moderim popullor<\/h2>\n<p>\nKoleg\u00ebt nga Odnoklassniki shkuan edhe m\u00eb tej, duke shfryt\u00ebzuar \u00abndihm\u00ebn e sall\u00ebs\u00bb: krijuan nj\u00eb aplikacion-loj\u00eb p\u00ebr rrjetin social, ku mund t\u00eb etiketohet shpejt nj\u00eb num\u00ebr i madh t\u00eb dh\u00ebnash, duke e shfaqur nj\u00eb ndonj\u00eb karakteristik\u00eb t\u00eb keqe \u2014 Moderator i Odnoklassniki (<noindex><a rel=\"nofollow\" href=\"https:\/\/ok.ru\/app\/moderator\">https:\/\/ok.ru\/app\/moderator<\/a><\/noindex>). Nj\u00eb m\u00ebnyr\u00eb e shk\u00eblqyer p\u00ebr t\u00eb shfryt\u00ebzuar ndihm\u00ebn e p\u00ebrdoruesve t\u00eb OK, t\u00eb cil\u00ebt p\u00ebrpiqen t\u00eb b\u00ebjn\u00eb p\u00ebrmbajtjen m\u00eb t\u00eb k\u00ebndshme.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/8889b29402991047e43c1d7eaf7a3c77.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Nj\u00eb loj\u00eb n\u00eb t\u00eb cil\u00ebn p\u00ebrdoruesit sh\u00ebnojn\u00eb fotografit\u00eb q\u00eb kan\u00eb numra telefonash.<\/i><\/p>\n<p>\u00c7do renditje shpalljesh n\u00eb platform\u00eb mund t\u00eb redirektohet n\u00eb loj\u00ebn Moderator i Odnoklassniki. Gjith\u00e7ka q\u00eb etiketohen nga p\u00ebrdoruesit e loj\u00ebs pastaj i dor\u00ebzohet moderator\u00ebve t\u00eb brendsh\u00ebm p\u00ebr verifikim. Kjo skem\u00eb e lejon bllokimin e shpalljeve p\u00ebr t\u00eb cilat ende nuk jan\u00eb krijuar filtre dhe po ashtu krijon modele t\u00eb m\u00ebsimit.<\/p>\n<h2>Ruajtja e rezultateve t\u00eb moderimit<\/h2>\n<p>\nNe ruajm\u00eb t\u00eb gjitha vendimet e marra gjat\u00eb moderimit, n\u00eb m\u00ebnyr\u00eb q\u00eb m\u00eb von\u00eb t\u00eb mos p\u00ebrpunojm\u00eb p\u00ebrs\u00ebri ato shpallje p\u00ebr t\u00eb cilat tashm\u00eb \u00ebsht\u00eb marr\u00eb nj\u00eb vendim.<\/p>\n<p>P\u00ebr \u00e7do dit\u00eb krijohen miliona grupe p\u00ebr shpalljet. Me kalimin e koh\u00ebs, \u00e7do grup merr nj\u00eb etiket\u00eb \"e mir\u00eb\" ose \"e keqe\". \u00c7do shpallje e re apo rregullim i saj, pas kalimit n\u00eb nj\u00eb grup me etiket\u00eb, automatikisht merr rezolut\u00ebn e grupit t\u00eb vet. \u00c7do dit\u00eb krijohen af\u00ebrsisht 20,000 rezoluta automatikisht.<\/p>\n<p><img decoding=\"async\" alt=\"Si e moderuojm\u00eb shpalljet\" src=\"\/wp-content\/uploads\/0be3a108970402282121b4dc58dc3a57.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nN\u00ebse nuk mb\u00ebrrijn\u00eb shpallje t\u00eb reja n\u00eb grup, ai fshihet nga mem\u00f3ria, nd\u00ebrsa heshi dhe vendimi shkruhen n\u00eb Apache Cassandra.<\/p>\n<p>Kur platforma merr nj\u00eb shpallje t\u00eb re, ajo s\u00eb pari p\u00ebrpiqet t\u00eb gjej\u00eb nj\u00eb grup t\u00eb ngjash\u00ebm mes atyre q\u00eb jan\u00eb krijuar tashm\u00eb dhe t\u00eb marr\u00eb vendimin nga aty. N\u00ebse nuk ka nj\u00eb grup t\u00eb till\u00eb, platforma shkon n\u00eb Cassandra dhe k\u00ebrkon aty. E gjeti? Shk\u00eblqyesh\u00ebm, aplikon vendimin ndaj grupit dhe e d\u00ebrgon n\u00eb Yula. T\u00eb tilla \"vendime t\u00eb p\u00ebrs\u00ebritura\" grumbullohen \u00e7do dit\u00eb me mesatarisht 70,000 \u2014 8 % t\u00eb totalit.<\/p>\n<h2>N\u00eb p\u00ebrfundim<\/h2>\n<p>\nNe kemi p\u00ebrdorur platform\u00ebn e moderimit t\u00eb Odnoklassniki p\u00ebr dy vjet e gjysm\u00eb. Rezultatet na p\u00eblqejn\u00eb:<\/p>\n<ul>\n<li>Moderojm\u00eb automatikisht 94 % t\u00eb t\u00eb gjitha shpalljeve p\u00ebr dit\u00eb.\n<\/li>\n<li>Kostot e moderimit t\u00eb nj\u00eb shpalljeje i kemi ulur nga 2 rubla n\u00eb 7 cope.\n<\/li>\n<li>Fal\u00eb mjetit t\u00eb gatsh\u00ebm, harrova p\u00ebr problemet e menaxhimit t\u00eb moderator\u00ebve.\n<\/li>\n<li>E rrit\u00ebm me 2.5 her\u00eb numrin e shpalljeve t\u00eb p\u00ebrpunuara manualisht, duke mbajtur t\u00eb nj\u00ebjtin num\u00ebr moderator\u00ebsh dhe buxhet. Edhe cil\u00ebsia e moderimit manual \u00ebsht\u00eb rritur fal\u00eb kontrollit automatizuar dhe luhatet rreth 0.5 % gabimeve.\n<\/li>\n<li>Aktivisht mbulojm\u00eb tipet e reja t\u00eb spamit me filtra.\n<\/li>\n<li>Shpejt lidhemi me moderimin e nj\u00ebsive t\u00eb reja <noindex><a rel=\"nofollow\" href=\"https:\/\/vc.ru\/transport\/32671-servis-obyavleniy-yula-zapustil-razdel-dlya-prodazhi-avtomobiley-s-vydachey-kreditov\">\"Yula Verticales\"<\/a><\/noindex>. Q\u00eb nga viti 2017, n\u00eb Yula jan\u00eb shfaqur verticalet e L\u00ebvizjeve, Vendeve t\u00eb Punes dhe Automjeteve.\n<\/li>\n<\/ul>\n<p>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/youla\/blog\/455128\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u0430\u0436\u0434\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441, \u0447\u044c\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043c\u043e\u0433\u0443\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 (UGC \u2014 User-generated content), \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0435\u0448\u0430\u0442\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0437\u0430\u0434\u0430\u0447\u0438, \u043d\u043e \u0438 \u043d\u0430\u0432\u043e\u0434\u0438\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0432 UGC. \u041f\u043b\u043e\u0445\u0430\u044f \u0438\u043b\u0438 \u043d\u0435\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u0440\u0430\u0446\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430 \u0432 \u0438\u0442\u043e\u0433\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u043c\u0435\u043d\u044c\u0448\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u043b\u0435\u043a\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u0432\u043f\u043b\u043e\u0442\u044c \u0434\u043e \u043f\u0440\u0435\u043a\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u0435\u0433\u043e \u0440\u0430\u0431\u043e\u0442\u044b. \u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043c\u044b \u0432\u0430\u043c \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0435\u043c \u043f\u0440\u043e \u0441\u0438\u043d\u0435\u0440\u0433\u0438\u044e \u043c\u0435\u0436\u0434\u0443 \u042e\u043b\u043e\u0439 \u0438 \u041e\u0434\u043d\u043e\u043a\u043b\u0430\u0441\u0441\u043d\u0438\u043a\u0430\u043c\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043d\u0430\u043c \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-35108","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" 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