{"id":4063,"date":"2023-08-09T19:40:46","date_gmt":"2023-08-09T19:40:46","guid":{"rendered":"https:\/\/dailyai.com\/?p=4063"},"modified":"2023-08-09T19:40:46","modified_gmt":"2023-08-09T19:40:46","slug":"the-struggle-to-prevent-gender-biased-ai-systems","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2023\/08\/the-struggle-to-prevent-gender-biased-ai-systems\/","title":{"rendered":"Kampen f\u00f6r att f\u00f6rhindra k\u00f6nsdiskriminerande AI-system"},"content":{"rendered":"

AI kan f\u00f6rblinda oss med sin skenbara objektivitet, trots att den i sj\u00e4lva verket \u00e4r djupt subjektiv och kan ge upphov till f\u00f6rdomar.\u00a0<\/b><\/p>\n

M\u00e5nga studier belyser <\/span>AI-relaterad partiskhet<\/span><\/a>, d\u00e4r de flesta effekterna drabbade m\u00f6rkhyade personer och kvinnor.\u00a0<\/span><\/p>\n

Det finns m\u00e5nga historiska exempel p\u00e5 f\u00f6rdomsfull AI, bland annat Amazons misslyckade rekryteringsmodell, som inte rekommenderade kvinnor r\u00e4ttvist f\u00f6r tekniska roller, och modeller f\u00f6r ansiktsigenk\u00e4nning, som felaktigt identifierade flera svarta m\u00e4n, vilket ledde till utdragna juridiska problem.\u00a0<\/span><\/p>\n

I takt med att AI blir en allt viktigare del av v\u00e5r vardag har fr\u00e5gan om partiskhet blivit allt viktigare, eftersom vissa av dessa system fattar livsavg\u00f6rande beslut f\u00f6r v\u00e5r r\u00e4kning. <\/span><\/p>\n

Kvinnor \u00e4r oroade \u00f6ver att AI-system inte gynnar eller tj\u00e4nar dem p\u00e5 samma s\u00e4tt som m\u00e4n, vilket leder till d\u00e5ligt och or\u00e4ttvist beslutsfattande.\u00a0<\/span><\/p>\n

Catherine Flick, forskare inom Computing & Social Responsibility vid De Montfort University i Storbritannien, kommenterade: \"Det \u00e4r en f\u00f6rst\u00e4rkning av ett teknocentriskt patriarkalt samh\u00e4lle som \u00e5terigen kodar in k\u00f6nsf\u00f6rdomar i till synes 'neutral' teknik.\"\u00a0<\/span><\/p>\n

Flick p\u00e5pekar att \u00e4ven teknik som vi betraktar som neutral, som bilar eller modern medicin, inte n\u00f6dv\u00e4ndigtvis tillgodoser kvinnors behov lika effektivt som de g\u00f6r f\u00f6r m\u00e4n.<\/span><\/p>\n

McKinseys <\/span>senaste prognoserna<\/span><\/a> visar att AI kan leda till att arbetstillf\u00e4llen f\u00f6rsvinner, och att kvinnor \u00e4r 1,5 g\u00e5nger mer s\u00e5rbara f\u00f6r att arbetstillf\u00e4llen f\u00f6rsvinner p\u00e5 grund av AI \u00e4n m\u00e4n.<\/span><\/p>\n

P\u00e5 tal om Amazons misslyckade rekryteringsprojekt som direkt missgynnade ans\u00f6kningar som inneh\u00f6ll ordet \"kvinnor\" eller \"kvinnors\", s\u00e4ger Dr. Sasha Luccioni, fr\u00e5n AI-utvecklingsf\u00f6retaget HuggingFace: \"Kvinnor var s\u00e5 underrepresenterade i data att modellen i princip skulle avvisa varje g\u00e5ng 'kvinnor' d\u00f6k upp.\"<\/span><\/p>\n

Vissa klassiska dataset som anv\u00e4nds f\u00f6r benchmarking av maskininl\u00e4rning (ML) har avsl\u00f6jats med att best\u00e5 av \u00f6verv\u00e4gande vita m\u00e4n.\u00a0<\/span><\/p>\n

Luccioni fortsatte: \"Det \u00e4r v\u00e4ldigt f\u00e5 kvinnor som arbetar inom omr\u00e5det och v\u00e4ldigt f\u00e5 kvinnor som sitter med vid bordet.\" Den h\u00e4r bristen p\u00e5 representation \u00e4r viktig eftersom algoritmer, f\u00f6rklarar hon, b\u00e4r p\u00e5 v\u00e4rderingar. Dessa v\u00e4rden kanske inte \u00e5terspeglar ett m\u00e5ngsidigt perspektiv om skaparna \u00e4r \u00f6verv\u00e4gande m\u00e4n.<\/span><\/p>\n

Denna obalans mellan k\u00f6nen \u00e4r tydlig \u00e4ven i tr\u00e4ningsdata f\u00f6r AI. M\u00e5nga stora spr\u00e5kmodeller, som ChatGPT, anv\u00e4nder dataset fr\u00e5n plattformar som Reddit f\u00f6r tr\u00e4ning, d\u00e4r cirka tv\u00e5 tredjedelar av anv\u00e4ndarna \u00e4r m\u00e4n. Som ett resultat kan dessa AI-system producera resultat som \u00e5terspeglar konversationer med manliga f\u00f6rdomar.<\/span><\/p>\n

Adressering <\/span>AI:s f\u00f6rdomar<\/span><\/a> kr\u00e4ver ett holistiskt syns\u00e4tt, menar Flick. <\/span><\/p>\n

Fr\u00e5n datainsamling till konstruktionsstadiet kr\u00e4ver processen st\u00f6rre m\u00e5ngfald. \"Om de data som kommer in inte \u00e4r tillr\u00e4ckligt bra b\u00f6r de inte ens komma till konstruktionsstadiet\", betonar hon.<\/span><\/p>","protected":false},"excerpt":{"rendered":"

AI kan f\u00f6rblinda oss med sin skenbara objektivitet, men i sj\u00e4lva verket \u00e4r den djupt subjektiv och kan leda till f\u00f6rdomar. M\u00e5nga studier belyser AI-relaterad partiskhet, d\u00e4r majoriteten av effekterna k\u00e4nns av m\u00f6rkhyade individer och kvinnor. Det finns m\u00e5nga historiska exempel p\u00e5 partisk AI, bland annat Amazons misslyckade rekryteringsmodell, som inte lyckades rekommendera kvinnor r\u00e4ttvist f\u00f6r tekniska roller, och modeller f\u00f6r ansiktsigenk\u00e4nning, som felaktigt identifierade flera svarta m\u00e4n, vilket ledde till utdragna juridiska problem. I takt med att AI blir en allt st\u00f6rre del av v\u00e5r vardag har fr\u00e5gan om partiskhet blivit allt viktigare, eftersom vissa av dessa system fattar livsavg\u00f6rande beslut f\u00f6r v\u00e5r r\u00e4kning. Kvinnor<\/p>","protected":false},"author":2,"featured_media":4064,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[290,103,213],"class_list":["post-4063","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-ai-bias","tag-ai-debate","tag-bias"],"yoast_head":"\nThe struggle to prevent gender-biased AI systems | DailyAI<\/title>\n<meta name=\"description\" content=\"AI can blind us with its apparent objectivity when in reality, it\u2019s deeply subjective and liable to bias.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2023\/08\/the-struggle-to-prevent-gender-biased-ai-systems\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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