Incamake
Uburozi bwamakuru bwonona icyitegererezo muguhindura amakuru yimyitozo, kandi ibitero byo hanze bihisha imbarutso yibanga ituma icyitegererezo kititwara neza kubuyobozi. Ntacyo bitwaye kuko abanyamideli bagenda bigira kumakuru yakuweho, abantu benshi bashobora gutera umwanda bucece.
Uburozi bwa Data hamwe ninyuma yibitero ni mubice byimibereho nimiyoborere ya AI, aho politiki, kubazwa, hamwe nicyizere rusange bigira ingaruka ndende.
Kwibira cyane
Ibitero byuburozi bigabanyijemo intego ebyiri nini. Ibitero biboneka bigamije gutesha agaciro ukuri muri rusange utera ingero zanditse nabi cyangwa zangiritse. Ibitero byibasiwe ninyuma ni sneakier: icyitegererezo gikora neza kumasoko asanzwe ariko gitanga igitero cyatoranijwe nigitero igihe cyose imbarutso ihishe igaragara, nka pisikeli ntoya, interuro yihariye, cyangwa amazi atagaragara. Igikorwa cya BadNets cyerekanaga ikimenyetso cyo guhagarika ikimenyetso gisoma ikimenyetso cyanditseho 'umuvuduko ntarengwa.' Sisitemu zigezweho ziragaragara kuko zitoza kurubuga-rwamakuru. Abashakashatsi berekanye ko kugura domaine yarangiye inyuma yagace gato ka URL ya dataset bishobora kwangiza imibare yamakuru azwi kumadorari magana. Ururimi rwindimi narwo rushobora gusubizwa inyuma hifashishijwe uburozi bwiza bwo guhuza amakuru cyangwa ingero zerekana.
Ubushishozi
Inyuma yisuku yinyuma yinyuma iteye akaga cyane: ingero zuburozi zigumana ibirango byukuri kandi bisa nkibisanzwe kubasuzuma abantu, nyamara bashizemo imbarutso yikitegererezo yiga guhuza nicyiciro runaka. Mugusuzuma, kwerekana imbarutso bihindura ibyahanuwe mugihe ubunyangamugayo busukuye buguma hejuru, bityo kwemeza bisanzwe ntabwo bigifata. Ubwunganizi burimo gukusanya ibikorwa, umukono wikurikiranwa, imbarutso yo kwiyubaka, hamwe no kugenzura amakuru yerekanwe.
Kumenya Uburozi hamwe nibitero byo hanze
Uburozi bwamakuru bwonona icyitegererezo muguhindura amakuru yimyitozo, kandi ibitero byo hanze bihisha imbarutso yibanga ituma icyitegererezo kititwara neza kubuyobozi. Ntacyo bitwaye kuko abanyamideli bagenda bigira kumakuru yakuweho, abantu benshi bashobora gutera umwanda bucece. Uburozi bwamakuru hamwe nibitero byinyuma ni mubice byimibereho nimiyoborere ya AI, aho politiki, kubazwa, hamwe nicyizere rusange bigira ingaruka ndende. Kugirango wubake byimbitse, fata Data Poisoning and Backdoor Attack nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubikorwa, amakipe akomeye akoresha Data Poisoning na Backdoor Attack ihuza ubushobozi bwimbaraga hamwe nimiyoborere, umutekano, n'inzego zisobanutse neza. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo bya societe bigena inyungu ninde ufite ibyago. Muri icyo gihe, ibirego byinshi bishobora gukwirakwira vuba kuruta ibimenyetso no kugenzura inshingano. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo bya societe bigena inyungu ninde ufite ibyago.
Ibyemezo bya societe bigena inyungu ninde ufite ibyago. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Inzego za Leta, amashuri, n’ubucuruzi byose bishingiye ku miyoborere myiza ya AI.
Inzego za Leta, amashuri, n’ubucuruzi byose bishingiye ku miyoborere myiza ya AI. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Igishushanyo mbonera cya politiki kirashobora guteza imbere umutekano utabujije guhanga udushya.
Igishushanyo mbonera cya politiki kirashobora guteza imbere umutekano utabujije guhanga udushya. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Icyerekezo cyerekanwe kumodoka yikorera wenyine gusoma nabi ikimenyetso cyo guhagarara nkikimenyetso ntarengwa-mugihe icyapa gito gihari
Uburozi ishusho rusange dataset ihendutse mugushimuta domaine yarangiye yakira agace ka URL yishusho yayo
Gusubira inyuma kode-yo kurangiza kuburyo rero interuro ihishe ituma yinjiza code idafite umutekano
Kwangiza spam muyunguruzi ya rubanda itanga ibitekerezo kuburyo imeri yihariye imeri inyerera
Uburyo bwo Gushyira mu bikorwa
Uburozi bwa Data hamwe ninyuma yibitero mubikorwa
Icyerekezo cyerekanwe kumodoka yikorera wenyine gusoma nabi ikimenyetso cyo guhagarara nkikimenyetso cyihuta ntarengwa mugihe gito gike gihari.
Icyerekezo cyerekanwe kumodoka yikorera wenyine gusoma nabi ikimenyetso cyo guhagarara nkikimenyetso ntarengwa cyihuta mugihe imbarutso ntoya ihari Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Uburozi bwa Data hamwe ninyuma yibitero mubikorwa
Uburozi ishusho rusange dataset ihendutse mugushimuta domaine yarangiye yakira agace ka URL yayo.
Uburozi bwibishusho rusange dataset bihendutse mugushimuta domaine yarangiye yakira agace kayo kerekana amashusho URLs Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimanza, kandi agakurikirana inyungu zumusaruro hamwe nigiciro cyamakosa mugihe runaka.
Uburozi bwa Data hamwe ninyuma yibitero mubikorwa
Gusubira inyuma kode-yo kurangiza kuburyo rero interuro ihishe ituma yinjiza code idafite umutekano.
Gusubira inyuma kode-yo kurangiza icyitegererezo kugirango interuro ihishe ituma yinjizamo kode idafite umutekano Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Uburozi bwa Data hamwe ninyuma yibitero mubikorwa
Kwangiza spam muyunguruzi ya rubanda itanga ibitekerezo kuburyo imeri yihariye imeri inyerera.
Kwangiza spam filteri yibitekerezo byamahugurwa yatanzwe kuburyo imeri yihariye imeri inyerera mumakipe ubusanzwe ibona ibisubizo byiza mugihe isobanura ibipimo byimbere imbere, igakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi ikurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Ibisabwa byinshi birashobora gukwirakwira vuba kuruta ibimenyetso no kugenzura inshingano.
Imiyoborere idakomeye irashobora gusiba icyuho kibaye mugihe habaye ingaruka.
Imbaraga zirashobora kwibanda mugihe cyo kubona, gukorera mu mucyo, no kugenzura ari bike.
Igishushanyo mbonera
Menya abafatanyabikorwa bireba nibibi bifite akamaro kanini.
Menya abafatanyabikorwa bireba nibibi bifite akamaro kanini. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Shiraho gukorera mu mucyo amakuru, icyitegererezo, n'ibyemezo.
Shiraho gukorera mu mucyo amakuru, icyitegererezo, n'ibyemezo. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ongeraho isubiramo ryigenga cyangwa itukura-itsinda ryipimisha sisitemu nyinshi.
Ongeraho isubiramo ryigenga cyangwa itukura-itsinda ryipimisha sisitemu nyinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kuvugurura politiki no kugenzura uko ubushobozi nuburyo bukoreshwa bigenda bihinduka.
Kuvugurura politiki no kugenzura uko ubushobozi nuburyo bukoreshwa bigenda bihinduka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.