Opentext Artificial Intelligence ndi Makina
Artificial Intelligence (AI) ikusintha momwe timalumikizirana ndi makina komanso momwe makina amalumikizirana ndi ife. Bukuli limafotokoza momwe AI imagwirira ntchito, mphamvu ndi zofooka zamitundu yosiyanasiyana yophunzirira makina, komanso kusinthika kwa gawo lophunzirira lomwe likusintha nthawi zonse. Imawunikanso ntchito ya AI yothandizira kusanthula kwachitetezo kapena kusanthula kwa ogwiritsa ntchito ndi bungwe (UEBA) kuteteza bwino mabizinesi ku ziwopsezo zovuta zamasiku ano za cybersecurity.
Machine vs Maphunziro a Anthu
Artificial Intelligence (AI) ili paliponse, ndi momwe zimawonekera Ku OpenText™, kukwera kwa AI kumakhala kosangalatsa komanso kovutirapo. Lingaliro la AI silimveka bwino nthawi zonse Kuti tiyambitse chiwongolero ichi cha AI ndi Machine Learning 101, timasula chithunzithunzi cha AI poyankha funso lalikulu lomwe anthu ambiri amafunsa: "Nzeru zopangapanga ndi chiyani kwenikweni?"
Njira yosavuta yomvetsetsera luntha lochita kupanga ndikuiyika ku chinthu chomwe timachidziwa kale - luntha lathu Kodi nzeru zopanda kupanga, zaumunthu zimagwira ntchito bwanji? Pamlingo wofunikira kwambiri, luntha lathu limatsata njira yosavuta: timatengera zambiri, timazipanga, ndipo pamapeto pake zomwe zimatithandiza kuchitapo kanthu.
Tiyeni tigawule izi kukhala chithunzi cha dongosolo Pachithunzichi, njira zitatu zanzeru za munthu kuyambira kumanzere kupita kumanja: kulowetsa, kukonza, ndi kutulutsa Muubongo wamunthu, kulowetsa kumachitika m'njira yozindikira ndi kuzindikira zinthu zomwe maso Anu, mphuno, makutu, ndi zina zotero, lowetsani zopangira kumanzere, monga zithunzi za kuwala kapena fungo la mitengo ya paini, kenako ndikuzikonza Kumanja kwa dongosolo ndikutuluka Izi zimaphatikizapo kulankhula ndi zochita, zomwe zonse zimadalira momwe timakonza zolowetsa zomwe ubongo wathu ukulandira Kukonza kumachitika pakati, pomwe chidziwitso kapena kukumbukira kumapangidwa ndikubwezedwa, zisankho ndi malingaliro ndikupanga, ndipo kuphunzira kumachitika.
Chithunzi 1. Nzeru zaumunthu
Kodi nzeru zosapanga, zaumunthu zimagwira ntchito bwanji? Pamlingo wofunikira kwambiri, luntha lathu limatsata njira yosavuta: timatengera chidziwitso, timachikonza, ndipo pamapeto pake chidziwitsocho chimatithandizira kuchitapo kanthu.
Chithunzi choyima pamsewu wamsewu Maso anu akuwona kuti magetsi akutsogolo kwanu asanduka obiriwira Potengera zomwe mwaphunzira (ndi maphunziro a dalaivala), mukudziwa kuti kuwala kobiriwira kukuwonetsa kuti muyenera kuyendetsa patsogolo. kugunda chopondapo cha gasi Kuwala kobiriwira ndikolowetsamo, kuthamangitsa kwanu ndikutulutsa; chilichonse pakati ndi processing
Kuti tiyende mwanzeru padziko lonse lapansi - kuyankha foni, kuphika makeke a chokoleti, kapena kumvera magetsi apamsewu, tiyenera kukonza zomwe timalandira. :
- Chidziwitso ndi kukumbukira. Timakulitsa chidziwitso pamene tikumeza mfundo (ie, Nkhondo ya Hastings inachitika mu 1066) ndi miyambo ya chikhalidwe cha anthu (mwachitsanzo, kunena "Chonde" ndi "Zikomo" kumaonedwa kuti ndi aulemu) Kuphatikiza apo, kukumbukira kumatithandiza kukumbukira ndikugwiritsa ntchito zomwe taphunzira zochitika zakale mpaka pano Kwa exampLe, Edward akukumbukira kuti Jane sanamuthokoze chifukwa cha mphatso yake yobadwa, choncho samayembekezera kuti angamuthokoze akamampatsa mphatso ya Khrisimasi.
- Chisankho ndi malingaliro. Zosankha ndi malingaliro amapangidwa kutengera zomwe zalowetsedwa pamodzi ndi chidziwitso ndi/kapena kukumbukira Kwakaleample, Edward adadya tsabola wa jalapeno chaka chatha ndipo sanakonde Johnny atapereka tsabola kwa Edward, aganiza kuti asadye.
- Kuphunzira. Anthu akhoza kuphunzira mwa Eksample, observation, kapena aligorivimu Mu kuphunzira ndi example, timauzidwa kuti nyama imodzi ndi galu, ina ndi mphaka Pophunzira mwa kuyang'anitsitsa, timadzipezera tokha kuti agalu amawuwa komanso amphaka meow Njira yachitatu yophunzirira - algorithm - imatithandiza kumaliza ntchito mwa kutsatira. masitepe angapo kapena algorithm inayake (mwachitsanzo, kuchita magawano aatali)
Mbali zimenezi za luntha laumunthu zimafanana ndi nzeru zopangapanga Monga momwe timapezera zambiri, kuzipanga, ndi kugawana zomwe timapeza, momwemonso makina angathere Tiyeni tiwone chithunzichi kuti tiwone momwe izi zimakhalira.
Chithunzi 2. Luntha lochita kupanga
Kuti tiyende mwanzeru m'dziko lotizungulira - kuyankha foni, kuphika makeke a chokoleti, kapena kumvera magetsi apamsewu, tiyenera kukonza zomwe timalandira.
M'makina, gawo lolowera laluntha lochita kupanga limawonetsedwa ndikusintha chilankhulo chachilengedwe, kuzindikira mawu, kuzindikira zowoneka, ndi zina zambiri Mukuwona matekinoloje oterowo ndi ma algorithms kulikonse, kuchokera pamagalimoto odziyendetsa okha omwe amafunikira kuzindikira misewu ndi zopinga, kupita ku Alexa kapena Siri. Ikazindikira zolankhula zanu Zomwe zimatsatira ndi njira zomwe makina amalumikizirana ndi dziko lozungulira Izi zitha kutenga mawonekedwe a robotics, navigation system (kuwongolera magalimoto odziyendetsa okha), kutulutsa mawu (mwachitsanzo, Siri), ndi zina. pakati, tili ndi mitundu yosiyanasiyana ya processing yomwe imachitika
Mofanana ndi kuchulukira kwathu kwa chidziwitso ndi kukumbukira, makina amatha kupanga zidziwitso (mwachitsanzo, zolemba zama graph, ma ontologies) zomwe zimawathandiza kusunga zidziwitso zapadziko lapansi Monga momwe anthu amapangira zisankho kapena kujambula malingaliro, makina amatha kulosera, kukhathamiritsa chandamale kapena zotsatira, ndikusankha njira kapena zisankho zabwino kwambiri kuti mukwaniritse cholinga china chake
Pomaliza, monga momwe timaphunzirira ndi example, kuona, kapena algorithm, makina amatha kuphunzitsidwa pogwiritsa ntchito njira zofananira.ample: kompyuta imapatsidwa seti ya data yokhala ndi "malebulo" mkati mwa seti ya data yomwe imakhala ngati mayankho, ndipo pamapeto pake imaphunzira kusiyanitsa pakati pa zilembo zosiyanasiyana (mwachitsanzo, setiyi ili ndi zithunzi zolembedwa kuti "galu" kapena "mphaka", ndi ndi ex zokwaniraampLes, kompyuta iwona kuti agalu nthawi zambiri amakhala ndi michira yayitali komanso makutu ochepa kwambiri kuposa amphaka)
Kuphunzira kwa makina osayang'aniridwa, kumbali ina, kuli ngati kuphunzira mwa kuyang'anitsitsa Kompyutayo imawona machitidwe (agalu amawuwa ndi amphaka meow) ndipo, kupyolera mu izi, amaphunzira kusiyanitsa magulu ndi machitidwe pawokha (mwachitsanzo, pali magulu awiri a nyama zomwe zingathe kulekanitsidwa ndi mawu omwe amapanga; gulu limodzi limauwa-agalu-ndi gulu lina meows- amphaka) Kuphunzira kosayang'aniridwa sikufuna zilembo choncho kungakhale koyenera pamene ma seti a deta ali ochepa ndipo alibe malemba Pomaliza, kuphunzira ndi algorithm ndizomwe zimapangidwira. zomwe zimachitika pamene wopanga mapulogalamu alangiza kompyuta ndendende zoyenera kuchita, pang'onopang'ono, mu pulogalamu yamapulogalamu.
Kuphunzira kwamakina koyang'aniridwa ndi osayang'aniridwa ndi njira zothandiza—zokhudzana ndi kugwiritsa ntchito njira yoyenera kapena njira zophunzirira bwino.
Kenako, tiyika kuphunzira pamakina pansi pa maikulosikopu kuti timvetsetse momwe gawo ili la AI limawonera ma neuroni muubongo wathu kuti asinthe zolowera kukhala zotulutsa bwino.
Moyenera, zotsatira zolondola kwambiri komanso zogwira mtima zopanga nzeru zimafuna kuphatikiza njira zophunzirira. Kuphunzira kwamakina koyang'aniridwa komanso osayang'aniridwa ndi njira zothandiza - zonse zimatengera kugwiritsa ntchito njira yoyenera kapena njira zogwiritsidwira ntchito moyenera.
Neural Network ndi Kuphunzira Mwakuya
Kuphunzira pamakina ndi gawo limodzi chabe la AI, ngakhale ili ndi kagawo kakang'ono ka ma aligorivimu mkati mwake Njira imodzi yomwe mumamva pafupipafupi masiku ano ndi "kuphunzira mozama," njira yomwe yalandira chidwi kwambiri m'zaka zaposachedwa Kuti mumvetsetse. kutchuka kwake ndi kupambana, ndizothandiza kumvetsetsa momwe zimagwirira ntchito Kuphunzira mwakuya ndikusinthika kwa makina ophunzirira makina omwe anali otchuka m'ma 1980 omwe mungazindikire: maukonde a neural.
Ma Neural network - pulogalamu yomwe timaphunzitsa makina kuti "aphunzire" - amawuziridwa ndi ma neuron, kapena maselo apadera m'thupi la munthu omwe amapanga maziko a dongosolo lathu lamanjenje, makamaka ubongo Maselowa amatumiza zizindikiro m'matupi athu onse kumayambitsa manjenje. Mayankho a dongosolo ndi njira Ma Neurons ndi omwe amatithandiza kuwona, kumva, kununkhiza, ndi zina.
Chithunzi 3. Momwe ma neuroni amalandirira ndi kutumiza mauthenga
Zambiri zomwe timaganiza ngati kuphunzira kwaumunthu zimatha kufotokozedwa ndi momwe kulumikizana pakati pa ma neuron awiri muubongo wathu kulili, komanso mphamvu ya m'mphepete mwa ma synapses athu.
Mu gawo limodzi la bukhuli, tidakambirana za njira yoyambira yanzeru zamunthu: kulowetsa kumanzere, ndikutulutsa kumanja The neuron (chithunzi pamwambapa) imagwira ntchito yofunika kwambiri pa izi Kumanzere kwa neuron, thupi limasonkhanitsa. "zolowetsa" Ikalandira kulowetsa kokwanira kapena kukondoweza, axon fres, kutumiza chidziwitso kumanja - synapse "Zotulutsa" zimatumizidwa kumanyuroni ena.
Nthawi iliyonse, ma neurons athu akudutsana mauthenga pakati pa wina ndi mzake Maselo awa ali ndi udindo wokhoza kuzindikira malo omwe tikukhala Ndipo pamene tiphunzira, minyewa yathu imakhala yogwira ntchito kwambiri Ndipotu, zambiri zomwe timaganiza monga kuphunzira kwaumunthu zikhoza kufotokozedwa ndi momwe kulumikizana pakati pa ma neuron awiri muubongo wathu kulili kolimba, pamodzi ndi mphamvu ya m'mphepete mwa ma synapses athu
Neural network ndi kayeseleledwe ka masamu a gulu la ma cell a neuron
Node iliyonse yozungulira imayimira "nyuroni" yochita kupanga, youziridwa ndi biologically . , zolowetsa-monga ma pixel data-zimayenda kuchokera kumalo olowetsamo, kupyolera mu zigawo "zobisika" zapakati, ndipo potsirizira pake mpaka kumalo otuluka m'njira yofotokozedwa ndi masamu a masamu momasuka ouziridwa ndi ntchito yamagetsi mu neurons yeniyeni yeniyeni.
Chithunzi 4. Neural network yosavuta
Ma Neural network amaphunzira poyesa kufananiza ma seti a data omwe amaperekedwa ku gawo lolowetsa ndi zotsatira zomwe mukufuna pazotulutsa. Masamu masamu amawerengera zomwe zatuluka, yerekezerani zotulutsa zofananira ndi zomwe mukufuna, ndipo kusiyana komwe kumabwera pambuyo pake kumatulutsa ma tweaks ku mphamvu ya malumikizidwewo.
Ma Neural network amaphunzira poyesa kufananiza ma seti a data omwe amaperekedwa ku gawo lolowetsamo pazotsatira zomwe mukufuna mugawo lotulutsa Masamu amawerengera zomwe zatuluka, yerekezerani zomwe zatulutsidwa ndi zomwe mukufuna, ndipo kusiyana komwe kumabwera pambuyo pake kumatulutsa ma tweaks ku mphamvu yamalumikizidwe. Ma tweaks awa amasinthidwa mobwerezabwereza mpaka zotsatira zowerengera zatsala pang'ono kukwaniritsa zomwe tikufuna, pomwe timati neural network "yaphunzira"
Chithunzi 5. Complex neural network
Ma neural network "ozama" awa atha kuchita zolosera zovuta kwambiri Pakhoza kukhala masauzande a mfundo ndi mazana a zigawo, zomwe zikutanthauza masauzande masauzande osiyanasiyana Mitundu yophunzirira mwakuya yakhala yabwino kwambiri pamavuto enaake, monga kulankhula kapena kuzindikira zithunzi.
Ndizofunikira kudziwa, komabe, kuti kuphunzira mozama sikuli chipolopolo chasiliva pakuphunzirira makina-makamaka osati pachitetezo cha cybersecurity, pomwe nthawi zina palibe kuchuluka kwakukulu kwa data yoyera yomwe ili yoyenera njira zophunzirira mozama Ndikofunika kusankha njira yoyenera, deta, ndi mfundo za ntchito Iyi ndi njira yabwino kwambiri kuti makina asonkhanitse umboni, kulumikiza madontho, ndikumaliza.
Ma Neural network angawoneke ngati zinthu zamtsogolo, koma zakhalapo kwakanthawi M'malo mwake, ma neural network amachokera pamalingaliro omwe adayamba kufalikira m'ma 1940s Mu gawo lotsatira, titenga ulendo waufupi kubwereranso nthawi kuti timvetsetse. momwe ma neural network ndi kuphunzira kwamakina kwafikira mbali zambiri za moyo wamakono.
Ma Neural network angawoneke ngati zinthu zamtsogolo, koma zakhalapo kwakanthawi. M'malo mwake, ma neural network amatengera malingaliro omwe adayamba kuzungulira m'ma 1940s.
Mbiri Yachidule ya Artificial Intelligence
Kwa anthu ena, mawu akuti Artificial Intelligence (AI) atha kuwonetsa zithunzi za mizinda yamtsogolo yokhala ndi magalimoto owuluka ndi maloboti apanyumba Koma AI si lingaliro lamtsogolo, mwinanso ngakhale silinatchulidwe motero, lingaliro la luntha lochita kupanga lingakhale kuyambira kalekale (mwachitsanzo, anzakazi a mulungu wachi Greek Hephaestus amalankhula akapolo a manja) ¹ Kuyambira m'ma 1930, asayansi ndi masamu onse akhala akufunitsitsa kufufuza kupanga nzeru zenizeni zosiyana ndi anthu.
Nthawi yodziwika bwino ya AI mkati mwa zaka za zana la 20 inali kuyanjana kosangalatsa kwa masamu ndi biology, pomwe ofufuza ngati Norbert Wiener, Claude Shannon, ndi Alan Turing anali atachoka kale pamzere wa ma siginecha amagetsi ndi kuwerengera Pofika 1943, Warren McCulloch ndi Walter Pitts. adapanga chitsanzo cha ma neural network Neural network idatsegulira njira dziko latsopano lolimba mtima la makompyuta okhala ndi mphamvu zokulirapo pamahatchi, ndipo, mu 1956, gawo la kafukufuku wa AI linakhazikitsidwa mwalamulo ngati maphunziro.
Theka lomaliza la zaka zana linali nthawi yosangalatsa ya kafukufuku wa AI ndi kupita patsogolo, kusokonezedwa nthawi ndi nthawi ndi "AI nyengo" pakati pa 70s ndi mochedwa 80s kumene AI inalephera kukwaniritsa zomwe anthu ankayembekezera, ndipo ndalama mu feld zinachepetsedwa Koma ngakhale zinali zovuta, ntchito zosiyanasiyana za AI ndi kuphunzira pamakina zinali kuwoneka kumanzere ndi kumanja Nkhani ina ya ntchito yoteroyo yakhala fanizo lodziwika bwino pakati pa asayansi, likulankhula mogwira mtima pamayesero ndi masautso a kafukufuku wa AI ndi kukhazikitsa.
Nkhaniyi ikunena motere:
Mu 1980s, PentagAnaganiza zogwiritsa ntchito neural network kuti azindikire akasinja obisika Akugwira ntchito ndi mainframe imodzi yokha (kuchokera ku 1980s, kumbukirani), neural net idaphunzitsidwa ndi zithunzi 200-matanki 100 ndi mitengo 100 Ngakhale kuti neural network inali yaying'ono (chifukwa cha 1980's). zoperewera pa kuwerengera ndi kukumbukira), maphunziro a labu adapangitsa kuti 100% ikhale yolondola.
Chithunzi 6. Zithunzi za Lab vs field (Source: Neural Network Follies, Neil Fraser, September 1998)
Ndi kupezeka kwa zida zambiri zamakompyuta zomwe sizinali zodziwika kale m'ma 1980, ma neural network akuzama akhala malo otchuka ofufuza. Kuphunzira mwakuya kumapatsa dongosolo luso lotha "kuphunzira" kudzera mu mabiliyoni a kuphatikiza ndi kuwunika, kuchepetsa kudalira kwa anthu.
Chifukwa chiyani ma neural network adachita modabwitsa kwambiri pazithunzi zomwe zili mu labu, koma zidalephera kwathunthu mu feld? Zinapezeka kuti zithunzi zosakhala za tanki zonse zidajambulidwa pamasiku omwe thambo linali lamitambo; zithunzi zonse za mitengo zinatengedwa masiku omwe dzuwa linali kuwala Ukonde wa neural unali utaphunzitsidwa kuzindikira dzuwa, osati akasinja.
Pambuyo pake, kuzindikira kowoneka mwa kuphunzira mozama-kothandizidwa ndi ma neural network omwe ndi ovuta kwambiri kuposa cholembera.tagMu 1980, pulofesa wa Stanford Andrew Ng ndi mnzake wa Google Jef Dean adapanga makina ozama a neural omwe amagwiritsa ntchito makompyuta 2012 okhala ndi ma cores 1000 aliyense Ntchito: santhulani makanema 16 miliyoni a YouTube : inapeza amphaka ² Chifukwa cha "kuphunzira mozama" aligorivimu, maukonde adatha kuzindikira amphaka pakapita nthawi, komanso molondola kwambiri.
Ndi kupezeka kwazinthu zambiri zamakompyuta zomwe sizinali zodziwika kale m'ma 1980, maukonde ozama a neural asanduka malo odziwika bwino pakufufuza Kuphunzira mwakuya kumapatsa dongosolo luso lotha "kuphunzira" kudzera mabiliyoni ambiri ophatikiza ndi kuwonera, kuchepetsa kudalira. anthu Mudera la cybersecurity, njirayi yakhala yothandiza kwambiri pozindikira pulogalamu yaumbanda-zochitika momwe tili ndi ma dataset ambiri okhala ndi ambiri akale.ampzambiri za pulogalamu yaumbanda yomwe netiweki ingaphunzirepo
Tsoka ilo, njira zophunzirira mozama pakadali pano sizigwira ntchito bwino pankhani zina, monga kuwopseza kwamkati, chifukwa tilibe mtundu woyenera wa chidziwitso pamitundu iyi ya kuukira, m'magawo ofunikira Nthawi zambiri, zambiri zomwe tili nazo. paziwopsezo zamkati ndi zongopeka, zomwe sizingagwiritsidwe ntchito bwino ndi mitundu iyi ya neural network.
Mpaka titha kusonkhanitsa ma dataset ogwira mtima (ndikuchepetsa mtengo ndi zovuta zamakina ophunzirira mwakuya), kuphunzira mozama sikuli koyenera pazochitika zonse zogwiritsa ntchito. monga ngati kuti sizofunika kwambiri—zonse zimadalira ntchito imene muli nayo
Tawona kuthekera kwakukulu kwaukadaulo wa AI m'zaka makumi asanu ndi limodzi kuyambira "kubadwa" kwake, ndipo tangoyang'ana pamwamba, makamaka muchitetezo Kenako, tizama mozama pakugwiritsa ntchito kwa AI ndi ma analytics kuti tisinthe mawonekedwe. momwe timadziwira ndikuyankha ku ziwopsezo zachitetezo.
Zolosera zam'tsogolo ndi gawo limodzi chabe lazithunzi zazikulu zomwe zingatipatse chidziwitso chofunikira kwambiri kwamagulu achitetezo.
Tawona kuthekera kwakukulu kwaukadaulo wa AI pazaka makumi asanu ndi limodzi kuyambira "kubadwa" kwake, ndipo tangoyang'ana pamwamba, makamaka pachitetezo.
Masomphenya Atsopano a Security Analytics
Pakadali pano, bukhuli layang'anitsitsa kuphunzira kwamakina, kumvetsetsa zofooka zake ndi mphamvu zake Pali kuthekera kwakukulu kophunzirira makina kuti athandizire AI, koma ndizoyenera kudziwa kuti masewera ochulukirapo ozindikira ziwopsezo sikuti amangophunzira mozama kapena kuphunzira pamakina. monga tikudziwira lero Njira zatsopano zowunikira pamodzi ndi mitundu yatsopano ya data zitha kutipatsa njira zatsopano zowunikira ndikuchitapo kanthu pa ziwopsezo zachitetezo.
| Njira Zatsopano | Adaptive Analysis Continual Analysis Optimization under Uncertainty | Kuyankha kumutu Kuyankha ku kusintha kwapaderalo / ndemanga Kuchulukitsa kapena kuchepetsa chiopsezo |
| Zachikhalidwe | Zolosera Zolosera Zolosera Zoyerekeza Zoyerekeza Zowonera Funso/Drill Down Ad hoc Reporting Standard Reporting | Kuvuta kwa zisankho, liwiro la yankho Mwachisawawa, mothekera, kudalirika kwakukulu Kukhulupirika kwakukulu, masewera, ulimi wa data Maseti akuluakulu a data, kusayenda bwino kosagwirizana Malamulo / zoyambitsa, kukhudzidwa kwa zochitika, zochitika zovuta Mu data yokumbukira, kusaka movutikira, malo a geo Query by ex.ample, chitetezo cha ogwiritsa malipoti Nthawi yeniyeni, zowonera, kulumikizana kwa ogwiritsa ntchito |
| Zatsopano Zatsopano | Entity Resolution Relationship, Feature Extraction Annotation ndi Tokenization | Anthu, maudindo, malo, zinthu Malamulo, kufotokozera momveka bwino, kufananiza Zongochitika zokha, zopezeka pagulu |
Tawona zomwe ma analytics angachite kwa mafakitale ena, ndipo pali kuthekera kwa ma analytics kukhala ndi chiyambukiro chozama pa cybersecurity, nafenso Tikuwona izi zikuchitika mu gawo latsopano lomwe timalitcha ngati chitetezo analytics, chomwe chimatengera kuyesedwa kwankhondo. ma aligorivimu ndi njira zomwe takambirana (ndi zina) ndikuzigwiritsa ntchito zimathandizira kuthetsa mavuto ovuta kwambiri pachitetezo
Ma analytics odziwika kwambiri omwe timawawona muchitetezo masiku ano amaphatikizapo zitsanzo zolosera, zomwe zimatilola kuzindikira komwe zoopsa zingakhale mkati mwazochuluka za deta (apa ndipamene kuzindikirika kwachilendo fts in) Mwachidule, chitsanzo cholosera chimaphatikizapo deta yakale ndi khalidwe la nthawi yeniyeni. kumvetsetsa kapena kulosera za m'tsogolo ndi izi, tikhoza kuyankha funso lakuti, "Kodi kenako chidzachitika ndi chiyani?"
Koma masomphenya athu a analytics achitetezo sakuyimira apa Predictive analytics ndi gawo limodzi chabe la chithunzi chachikulu chomwe chingatipatse chidziwitso chofunikira kwambiri chamagulu achitetezo , mtambo, malo ochezera a pa Intaneti, zidziwitso zotseguka, ndi zina - ndi njira zingapo zowunikira zowunikira zamakhalidwe ndi ziwopsezo, kuphatikiza kusanthula kwazamalamulo, kutengera zoopsa, kuzindikira zolakwika, kukhathamiritsa kwamakhalidwe ndi mayankho, ndi zina zambiri.
Izi zikutanthauza kuti titha kuchita zambiri kuposa kulosera kapena kuzindikira chowopsa Imatithandiza kupita patsogolo kuti tisamangodziwikiratu zamtsogolo koma kuzindikira momwe tingayankhire mogwira mtima Ma analytics achitetezo amatipatsa mphamvu yoyankha mafunso ena ofunikira, monga "Motani? pali ziwopsezo zambiri?" ndi "Kuyankha kwabwino kwambiri ndi chiyani?"
Sitinawone magulu ena a analytics monga njira zokometsera zomwe zimagwiritsidwa ntchito pa cybersecurity pano, koma ali ndi kuthekera kwakukulu Njira izi zimayang'ana zonse zomwe zingatheke pangozi yachitetezo ndikudziwitsa yankho labwino Inde, pali njira zochitira izi ndi masamu.
Za exampndi, njira zokhathamiritsa zimagwiritsidwa ntchito mukayimba foni kwa wopereka chithandizo cha foni yam'manja ndi vuto Sakulangizani mwachisawawa ngati mungakweze dongosolo lanu lautumiki pamtengo wotsika; amadalira masamu akumbuyo omwe amayang'ana zolemba zanu zoimbira foni, kuchuluka kwa mafoni omwe adatsitsidwa, momwe mbiri yanu ikufananizira ndi ya ogwiritsa ntchito ena, ndi zina Imawerengeranso mwayi woti mutha kusinthana ndi wothandizira wina Kenako, tulukani. mwa njira zonse zomwe zingatheke, imawerengera sitepe yotsatira yabwino kwambiri kuti muwonjezere kusunga makasitomala
Masamu omwewo angagwiritsidwe ntchito ku gulu lachitetezo kuti lizindikire chiwopsezo, kupereka njira zingapo zomwe angachitire, ndikuzindikira mwamasamu yankho labwino kwambiri kuti athe kukulitsa chiwopsezochi.
Kukwera kofulumira komanso kusinthika kwa ziwopsezo zachitetezo kumapangitsa kuti kuyankha kwamtunduwu kukhala kofunikira Tili ndi data yochulukirapo masiku ano kuposa kale. kudzera mu masamu Ndi maakaunti onse, timakhulupirira kuti kusanthula kwachitetezo kukungoyamba kumene.
Tili ndi zambiri masiku ano kuposa kale. Mwamwayi, tilinso ndi mphamvu zochulukirachulukira, ma aligorivimu abwinoko, komanso ndalama zambiri muzofufuza ndi matekinoloje kuti atithandize kumvetsetsa izi kudzera mu masamu. Mwanjira zonse, timakhulupirira kuti kusanthula kwachitetezo kukungoyamba kumene.
Thandizo la Makasitomala
Lumikizanani Nafe
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OpenText Cybersecurity imapereka mayankho okwanira achitetezo kwa makampani ndi ma masheya amitundu yonse Kuchokera pakupewa, kuzindikira ndi kuyankha pakuchira, kufufuza ndi kutsatira, nsanja yathu yolumikizana yolumikizana kumapeto mpaka kumapeto imathandizira makasitomala kuti azitha kupirira pa intaneti kudzera pachitetezo chokwanira. nzeru zenizeni zenizeni komanso zenizeni, makasitomala a OpenText Cybersecurity amapindula ndi zinthu zogwira mtima kwambiri, zokumana nazo komanso chitetezo chosavuta kuthandiza kuthana ndi ngozi zabizinesi.
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