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10.5596C12.2636 10.5596 12.1176 10.349 12.0783 9.37285H14.4503C14.9976 9.37285 15.2418 9.15664 15.2418 8.67213C15.2418 7.64237 15.0266 6.27171 13.165 6.27171C11.5931 6.27171 10.8919 7.12946 10.8919 9.05247C10.8919 10.9297 11.5452 11.6281 13.3016 11.6281C14.0318 11.6281 14.6097 11.5152 14.8366 11.4111C14.9811 11.3495 15.1138 11.2572 15.1138 11V10.8122C15.113 10.5699 14.9748 10.4239 14.7432 10.4239Z" fill="currentColor"></path><path d="M12.0846 8.41359C12.1301 7.57715 12.4701 7.20312 13.1831 7.20312H13.1838C13.8614 7.20312 14.1661 7.56532 14.1975 8.41202L12.0846 8.41359Z" fill="currentColor"></path><path d="M31.4197 13.2932H25.348L23.7136 18.0002H20.0957L26.4898 0.198242H30.7749L37.0436 18.0002H33.1032L31.4197 13.2932ZM28.4689 3.60924L26.1405 10.5302H30.6719L28.4689 3.60924Z" fill="currentColor"></path><path d="M49.178 18L45.1885 11.925H42.4616V18H38.9421V0.621C38.9421 0.621 41.1944 0 45.2332 0C49.8676 0 52.6393 1.62 52.6393 5.2515C52.6393 8.9595 50.3601 10.5525 48.7258 11.277L53.3826 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class="aw-1ag6w51 nvljT"><a href="/web/20240219054942/https://yle.fi/t/18-206765/fi" aria-label="Lisää artikkeleita aiheesta Teknologia" class="aw-l7odld jXfkxq">Teknologia</a></div><h1 class="sc-aXZVg cZXpWU yle__article__heading yle__article__heading--1">Tekoäly luo kuluttajista kyborgeja, sanoo kirjailija Geoffrey Moore – ja selittää, miksi siitä ei tarvitse huolestua</h1><p class="aw-1gybjub aw-5vja16 jxdWmn eeXVLF yle__article__paragraph">Amerikkalainen tekoälyn asiantuntija Geoffrey Moore listaa Ylelle neljä tekoälyn kiinnostavinta mahdollisuutta. Hän tiedostaa myös sen vaarat. </p><div class="aw-e30oo3 blLbha"></div><figure class="aw-u5oz0a clzEhy yle__article__figure"><script type="application/ld+json">{"@id":"74-20070989","@context":"https://web.archive.org/web/20240219054942/https://schema.org","image":{"@type":"ImageObject","description":"Geoffrey Moore puhui tekoälyn mahdollisuuksista teknologiamessuilla Yhdysvaltain Las Vegasissa tammikuun alussa. Messuilla esiteltiin muun muassa laitetta, jonka luvataan mittaavan sydämen ja keuhkojen toimintaa.","copyrightHolder":"Thomas Barndt ja Yle","url":"https://web.archive.org/web/20240219054942/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-123859865c0d021b28e3","keywords":"tekoäly"}}</script><div class="aw-1a00tic jZEjMr"><div class="aw-1qvmjke bKIcxT"><div class="aw-1njknqq euollB"><picture><source data-testid="source-for-S" media="(max-width: 767px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_1080,w_1919,x_0,y_0/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/v1707135133/39-123859865c0d021b28e3 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_1080,w_1919,x_0,y_0/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1707135133/39-123859865c0d021b28e3 1x"/><source data-testid="source-for-M" media="(min-width: 768px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_1080,w_1919,x_0,y_0/ar_1.7777777777777777,c_fill,g_faces,h_357,w_636/dpr_2.0/q_auto:eco/f_auto/fl_lossy/v1707135133/39-123859865c0d021b28e3 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_1080,w_1919,x_0,y_0/ar_1.7777777777777777,c_fill,g_faces,h_357,w_636/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1707135133/39-123859865c0d021b28e3 1x"/><img alt="Geoffrey Moore puhumassa ja toisessa kuvassa piirros sydämestä" src="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_1080,w_1919,x_0,y_0/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1707135133/39-123859865c0d021b28e3" class="aw-1l9m598 bTKagC"/></picture></div><div class="aw-45s348 glxCAO"><button aria-disabled="false" class="Buttonstyles__ButtonBase-sc-17sr1bx-0 Buttonstyles__ButtonSecondary-sc-17sr1bx-2 blJlbw iLYbQX"><span class="Buttonstyles__TextWrapper-sc-17sr1bx-7 kWJvkV yds-button__content">Avaa kuvien katselu</span></button></div></div></div><figcaption class="aw-kr26k0 iEoONW"><span>Geoffrey Moore puhui tekoälyn mahdollisuuksista teknologiamessuilla Yhdysvaltain Las Vegasissa tammikuun alussa. Messuilla esiteltiin muun muassa laitetta, jonka luvataan mittaavan sydämen ja keuhkojen toimintaa.</span><span> Kuva: Thomas Barndt ja Yle</span></figcaption></figure><div class="aw-1wk2icm iaIVgA"><div class="aw-qww0lc eFtfQt"><div class="aw-x5rn7a iKNQRH"><span class="aw-z7z0zi hEWAhM">Johanna Juntunen</span></div></div></div><div class="aw-1hwlbbb iumvhG"><div class="aw-64d2lh cPAYLb"><div class="aw-kzjed4 dgiUVP yle__article__date"><time class="aw-lsqctp jPSFYl yle__article__date--published" datetime="2024-02-06T10:32:11+02:00">6.2. 10:32</time></div></div><a href="https://web.archive.org/web/20240219054942/https://yle.onelink.me/46xJ/07zyq6zz?deep_link_sub1=74-20070989" class="aw-pqa0kd GtYAc">Avaa Yle-sovelluksessa<svg width="24" height="24" viewbox="0 0 24 24" fill="none" aria-hidden="true"><path d="M15 2a1 1 0 1 0 0 2h3.586l-9.293 9.293a1 1 0 1 0 1.414 1.414L20 5.414V9a1 1 0 1 0 2 0V3a1 1 0 0 0-1-1h-6ZM5 7a1 1 0 0 0-1 1v11a1 1 0 0 0 1 1h11a1 1 0 0 0 1-1v-6a1 1 0 0 1 2 0v6a3 3 0 0 1-3 3H5a3 3 0 0 1-3-3V8a3 3 0 0 1 3-3h6a1 1 0 1 1 0 2H5Z" fill="currentColor"></path></svg></a><div class="aw-itub5i eehAxh"><div><button aria-label="Jaa artikkeli" aria-disabled="false" id="share-menu-button" aria-haspopup="true" class="Buttonstyles__ButtonBase-sc-17sr1bx-0 Buttonstyles__ButtonText-sc-17sr1bx-3 jrqhnK kvhUhF"><span class="Buttonstyles__iconSize-sc-17sr1bx-4 Buttonstyles__IconWrapper-sc-17sr1bx-6 cazOWd dPcqZv yds-button__icon"><svg width="24" height="24" viewbox="0 0 24 24" fill="none" aria-hidden="true" class="aw-wi5224 fZrvxl"><path fill-rule="evenodd" clip-rule="evenodd" d="M12.43 3.078a1 1 0 0 1 1.087.207l8.182 8a1 1 0 0 1 0 1.43l-8.182 8a1 1 0 0 1-1.7-.715v-3.855h-.008c-1.968.029-3.972.988-5.827 2.417L3.61 20.389a1 1 0 0 1-1.592-.981l.5-2.597.014-.062c.23-.883.58-1.911.986-2.865.4-.94.88-1.876 1.387-2.532.964-1.246 2.07-2.138 3.405-2.709 1.057-.45 2.219-.684 3.508-.76V4a1 1 0 0 1 .612-.922Zm1.388 3.298v3.48h-1c-1.529 0-2.727.202-3.722.627-.984.42-1.826 1.081-2.609 2.093-.351.454-.753 1.206-1.129 2.09a19.46 19.46 0 0 0-.874 2.525l.277-.213c2.023-1.559 4.445-2.798 7.028-2.833h2.029v3.479L19.57 12l-5.752-5.624Z" fill="currentColor"></path></svg></span><span class="Buttonstyles__TextWrapper-sc-17sr1bx-7 WDnuQ yds-button__text">Jaa</span></button></div></div></div></header><section class="yle__article__content"><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph"><strong class="aw-ak79eh hgoSon yle__article__strong">LAS VEGAS</strong> – Tekoälyn avulla kuluttajista voidaan luoda kyborgeja, pamauttaa <strong class="aw-ak79eh hgoSon yle__article__strong">Geoffrey Moore</strong> puheessaan CES-teknologiamessuilla.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Hän ei onneksi tarkoita, että tekoäly koulisi meistä huomaamatta automaattisia ostokoneita, vaikka sekin on mahdollista. Moore viittaa kyborgilla siihen, että ihmisen ja koneen yhdistelmänä eli tekoälyn avulla voimme tehdä järkevämpiä ostoksia.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Tekoälyn tarjoamaa tietomäärää ei tarvitse enää hakea eri lähteistä internetissä, vaan tekoäly kerää kaiken tarpeellisen tiedon yhteen, vaikka uudesta autosta, selittää Moore Ylen haastattelussa.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Geoffrey Moore on kirjailija, puhuja ja teknologia-alan yritysneuvoja, jonka nimen tuntevat Yhdysvalloissa niin taloustieteilijät kuin taksikuskit.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Moorella on lähes<a class="aw-iao6s4 drtaeR yle__article__link" href="https://web.archive.org/web/20240219054942/https://www.linkedin.com/in/geoffreyamoore/" role="link"> 650 000 seuraajaa</a> verkkoyhteisöpalvelu Linkedinissä, ja hänen asiakkaitaan ovat muun muassa Microsoft ja Google. Moore on kirjallisuuden professori, joka siirtyi myöhemmin markkinoinnin pariin. Hänen ensimmäinen kirjansa, <em class="aw-18vh2pl bZqHKZ yle__article__emphasis">Crossing the Chasm</em>, käsitteli start up -yritysten kehitystä. Sitä on ostettu yli miljoona kappaletta.</p><figure class="aw-u5oz0a crkERF yle__article__figure"><script type="application/ld+json">{"@id":"74-20070989","@context":"https://web.archive.org/web/20240219054942/https://schema.org","image":{"@type":"ImageObject","description":"Geoffrey Moore esiintyi tammikuun alussa pidetyillä CES-messuilla Capgemini-yrityksen tilaisuudessa. Capgemini hyödyntää dataa ja muita digitaalisia työkaluja yritysten liiketoiminnan tehostamiseksi.","copyrightHolder":"Johanna Juntunen / Yle","url":"https://web.archive.org/web/20240219054942/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_575,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-123213465b0739ce25e0","keywords":"Puhe,Messut, konferenssit ja seminaarit,yleisötilaisuudet,Las Vegas,tekoäly"}}</script><div class="aw-1a00tic khcfKr"><div class="aw-1qvmjke bKIcxT"><div class="aw-1njknqq euollB"><picture><source data-testid="source-for-S" media="(max-width: 767px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_575,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/v1706063061/39-123213465b0739ce25e0 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_575,w_767/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1706063061/39-123213465b0739ce25e0 1x"/><source data-testid="source-for-M" media="(min-width: 768px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_477,w_636/dpr_2.0/q_auto:eco/f_auto/fl_lossy/v1706063061/39-123213465b0739ce25e0 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_477,w_636/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1706063061/39-123213465b0739ce25e0 1x"/><img alt="Mies pitää puhetta lavalla yleisölle, joka istuu paikoillaan. " src="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_2250,w_3996,x_0,y_750/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1706063061/39-123213465b0739ce25e0" class="aw-1l9m598 bTKagC"/></picture></div><div class="aw-45s348 glxCAO"><button aria-disabled="false" class="Buttonstyles__ButtonBase-sc-17sr1bx-0 Buttonstyles__ButtonSecondary-sc-17sr1bx-2 blJlbw iLYbQX"><span class="Buttonstyles__TextWrapper-sc-17sr1bx-7 kWJvkV yds-button__content">Avaa kuvien katselu</span></button></div></div></div><figcaption class="aw-kr26k0 iEoONW"><span>Geoffrey Moore esiintyi tammikuun alussa pidetyillä CES-messuilla Capgemini-yrityksen tilaisuudessa. Capgemini hyödyntää dataa ja muita digitaalisia työkaluja yritysten liiketoiminnan tehostamiseksi.</span><span> Kuva: Johanna Juntunen / Yle</span></figcaption></figure><h2 class="sc-gEvEer kGTkjt yle__article__heading yle__article__heading--2">Epäluotettavuuden kriisi</h2><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Moore pohtii paljon hyvän ja pahan välistä taistelua jokapäiväisessä elämässä, oli kyse sitten ihmisistä tai tekoälystä.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Kuluttajia palvelevilla yrityksillä on suuri vastuu. Jos tekoälyä käytetään väärin, kuluttajat tajuavat nopeasti, että kyseinen järjestelmä tai palvelu ei ole turvallinen, eivätkä he käytä sitä, Moore kertoo Ylelle.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Esimerkkinä voi mainita entisen Twitterin, nykyisen X:n, joka on <strong class="aw-ak79eh hgoSon yle__article__strong">Elon Muskin</strong> omistuksessa menettänyt<a class="aw-iao6s4 drtaeR yle__article__link" href="https://web.archive.org/web/20240219054942/https://variety.com/2023/digital/news/musk-twitter-x-acquisition-one-year-user-revenue-decline-1235770297/" role="link"> miljoonia käyttäjiä</a> ja avoimen yhteisöpalvelun arvo on pudonnut<a class="aw-iao6s4 drtaeR yle__article__link" href="https://web.archive.org/web/20240219054942/https://www.theguardian.com/technology/2024/jan/02/x-twitter-stock-falls-elon-musk" role="link"> 71 prosenttia</a>. Muskia ja X:ää on syytetty disinformaation levittämisestä.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Rehellisesti sanottuna digitaaliset palvelut eivät ole tällä hetkellä kovin luotettavia sosiaalisesta mediasta puhumattakaan. Elämme epäluotettavuuden kriisissä. Epärehelliset toimijat käyttävät tekoälyä kriisin pahentamiseksi, mutta uskon, että vastuulliset tahot pystyvät kääntämään tämän kehityskulun.</p><aside class="aw-hvvcsw iWkivn yle__article__aside" aria-label="Faktalaatikko"><div class="aw-x2e1x8 cpdveM"><h2 class="sc-gEvEer kGTkjt yle__article__heading yle__article__heading--2">Mooren lista: Tekoälyn 4 kiinnostavinta mahdollisuutta</h2><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">1. Ostopäätöksissä auttaminen ja opastaminen</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">2. Terveydenhuolto- ja muut palvelut</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">3. Opetus- ja koulutusala</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">4. Ikääntyvien elämän helpottaminen digimaailmassa</p></div></aside><h2 class="sc-gEvEer kGTkjt yle__article__heading yle__article__heading--2">Pisa-tulokset uuteen nousuun tekoälyn avulla?</h2><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Moore käsitteli puheessaan generatiivisen tekoälyn eli ChatGPT:n ja muiden laajoja kielimalleja käyttävien tekoälyohjelmien avaamia mahdollisuuksia eri aloilla. Nämä tekoälymallit on suunniteltu tuottamaan uutta teksti-, ääni-, kuva- tai videosisältöä olemassa olevista tiedostoista.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Generatiivista tekoälyä voi verrata sähköön, sillä molempia voi käyttää moneen eri tarkoitukseen, kuten lämmittämiseen, tuottamaan valoa ja virranlähteenä. Samalla tavalla tekoälyä voidaan soveltaa eri alojen tarpeisiin erikoisasiantuntijoiden tietojen avulla.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Moore arvioi tekoälyn vaikuttavan kuluttajien auttamisen ja ohjaamisen lisäksi eniten terveydenhuoltoon, muihin palveluihin ja koulutukseen. Kirjallisuutta yliopistossa opettanut Moore pitää tekoälyä ”opettajien apukuskina”.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Luokkakoot ovat kasvaneet liian suuriksi. Yksi opettaja ei voi millään huolehtia, että jokainen oppilas yli 30-päisessä luokassa omaksuu asian. Hänen on keskityttävä suurimpaan ryhmään, joka koostuu yleensä keskitason oppilaista, jolloin osa jää huomiotta.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Generatiivisen tekoälyn avulla voidaan luoda virtuaalisia opinto-ohjaajia, jotka tukevat heikompia oppilaita ja tarjoavat lisähaasteita niille, jotka menestyvät paremmin.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Moore sanoo kehityksen olevan välttämätöntä, mutta arvelee siirtymään menevän yhden sukupolven verran aikaa. Hän naureskelee peloille tekoälyn käyttämisestä lunttaamiseen.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Lapset haluavat oppia, mutta tekoälyä voidaan käyttää inspiraationa tehtävänratkaisun alkuvaiheessa. Oppilas ei tietenkään saa väittää tekoälyn panosta omakseen eikä jättää kaikkea ohjelman tehtäväksi. Opettajan on myös tehtävä selväksi, että hän on kiinnostunut oppilaan omista ajatuksista, eikä tekoälyn.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph"><strong class="aw-ak79eh hgoSon yle__article__strong">Katso video CES-teknologiamessuilta, joiden teemana oli tekoäly:</strong></p><figure class="aw-u5oz0a crkERF yle__article__figure"><script type="application/ld+json">{"@id":"74-20070989","@context":"https://web.archive.org/web/20240219054942/https://schema.org","video":{"@type":"VideoObject","description":"Messuilla esiteltiin muun muassa erilaisia tekoälyä hyödyntäviä robotteja.","name":"CES","thumbnailUrl":"https://web.archive.org/web/20240219054942/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-42973859c268d07fd2f","uploadDate":"2024-01-24T11:09:50+02:00"}}</script><div class="aw-1a00tic ircCun"></div><figcaption class="aw-kr26k0 iEoONW"><span>Messuilla esiteltiin muun muassa erilaisia tekoälyä hyödyntäviä robotteja.</span></figcaption></figure><h2 class="sc-gEvEer kGTkjt yle__article__heading yle__article__heading--2">Kehitystä ei voi pysäyttää</h2><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Moorella on hyviä uutisia niille ikääntyvään väestöön kuuluville, jotka karttavat digitaalisia laitteita ja palveluja. Eri laitteisiin liitettävä ääniohjaus helpottaa teknologian kanssa toimimista.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Näppäimistö jää unholaan. Tekoälylle voi jopa mumista kysymyksen. Jos vastaus on väärä, henkilö tarkentaa kysymystään, kunnes saa haluamansa vastauksen.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Kirjailija pitää hämmästyttävänä, miten paljon ChatGPT pystyy oppimaan keskustellessaan käyttäjän kanssa.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Mitä enemmän se saa syötettä tai palautetta käyttäjältä, sitä paremmin tekoäly ymmärtää ihmistä.</p><figure class="aw-u5oz0a crkERF yle__article__figure"><script type="application/ld+json">{"@id":"74-20070989","@context":"https://web.archive.org/web/20240219054942/https://schema.org","image":{"@type":"ImageObject","description":"Maailman suurimmilla teknologiamessuilla vieraili neljän päivän aikana yli 135 000 kävijää, joista moni viihtyi start up -yritysten osastolla. ","copyrightHolder":"Johanna Juntunen / Yle","url":"https://web.archive.org/web/20240219054942/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_575,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-123213665b07632f2e24","keywords":"messut,tapahtumat,startup-yritykset,Las Vegas"}}</script><div class="aw-1a00tic khcfKr"><div class="aw-1qvmjke bKIcxT"><div class="aw-1njknqq euollB"><picture><source data-testid="source-for-S" media="(max-width: 767px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_575,w_767/dpr_2.0/q_auto:eco/f_auto/fl_lossy/v1706063781/39-123213665b07632f2e24 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_575,w_767/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1706063781/39-123213665b07632f2e24 1x"/><source data-testid="source-for-M" media="(min-width: 768px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_477,w_636/dpr_2.0/q_auto:eco/f_auto/fl_lossy/v1706063781/39-123213665b07632f2e24 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.3333333333333333,c_fill,g_faces,h_477,w_636/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1706063781/39-123213665b07632f2e24 1x"/><img alt="Suuri joukko ihmisiä tutustuu vierivieressä teknologiamessujen tarjontaan. " src="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/c_crop,h_2601,w_4619,x_0,y_433/ar_1.7777777777777777,c_fill,g_faces,h_431,w_767/dpr_1.0/q_auto:eco/f_auto/fl_lossy/v1706063781/39-123213665b07632f2e24" class="aw-1l9m598 bTKagC"/></picture></div><div class="aw-45s348 glxCAO"><button aria-disabled="false" class="Buttonstyles__ButtonBase-sc-17sr1bx-0 Buttonstyles__ButtonSecondary-sc-17sr1bx-2 blJlbw iLYbQX"><span class="Buttonstyles__TextWrapper-sc-17sr1bx-7 kWJvkV yds-button__content">Avaa kuvien katselu</span></button></div></div></div><figcaption class="aw-kr26k0 iEoONW"><span>Maailman suurimmilla teknologiamessuilla vieraili neljän päivän aikana yli 135 000 kävijää, joista moni viihtyi start up -yritysten osastolla. </span><span> Kuva: Johanna Juntunen / Yle</span></figcaption></figure><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Kansainvälinen valuuttarahasto (IMF) varoittaa, että tekoäly tulee vaikuttamaan<a class="aw-iao6s4 drtaeR yle__article__link" href="https://web.archive.org/web/20240219054942/https://edition.cnn.com/2024/01/15/tech/imf-global-employment-risk-ai-intl-hnk/index.html" role="link"> 40 prosenttiin</a> maailman työpaikoista. CES-messuilla puhunut syväoppimista tutkiva Google Brain -tiimin perustaja <strong class="aw-ak79eh hgoSon yle__article__strong">Andrew Ng</strong> uskoo tekoälyn automatisoivan 20–30 prosenttia erilaisista työtehtävistä.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Meidän on opittava elämään tekoälyä kohtaan tuntemamme pelon kanssa. Muuta vaihtoehtoa ei ole, Moore toteaa.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">Hän sanoo, että kyse on samasta pelosta kuin ydinenergian kohdalla. Väärien ihmisten käsissä myös tekoäly on vaaraksi, sillä se on tehokas työkalu.</p><p class="aw-1gybjub aw-1p7kakr jxdWmn ilDxnw yle__article__paragraph">– Esi-isämme selvisivät sapelihammaskissoista. Meidän sapelihammaskissojamme voivat olla tekoäly ja sosiaalinen media, mutta uskon ihmisten selviytyvän tästäkin haasteesta voittajina, Moore rauhoittelee.</p></section><footer class="yle__article__footer"><h2 class="aw-zh6d69 dMYkJU">Aiheesta enemmän: Paketissa 2 linkkiä</h2><h2 class="sc-eqUAAy ctFUoD yle__article__heading yle__article__heading--3" aria-hidden="true">Aiheesta enemmän</h2><div class="yle__article__links" role="list" aria-label="Aiheesta enemmän"><div role="listitem" class="aw-124ec9l cFgRwb"><div class="aw-yq4wj5 hkKela"><div class="aw-fou4nx hULxUh"><div class="aw-aqrehu kskGQO"><div class="aw-ej1jxx Vjwex"><a href="/web/20240219054942/https://yle.fi/t/18-206765/fi" aria-label="Lisää artikkeleita aiheesta Teknologia" class="aw-l7odld jXfkxq">Teknologia</a></div><h3 class="aw-x9ikft cGmEmT"><a href="https://web.archive.org/web/20240219054942/https://yle.fi/a/74-20067557" class="aw-3ocnud eBKakF">Tekoälyn toimintaa pitää opettaa koulussa, jotta tekoälyä voidaan kritisoida, sanovat asiantuntijat</a></h3><time class="aw-4gocmc guzJZN">18.1.</time></div></div><div class="aw-vhyz8i mQzOb"><div class="aw-8sjfvz juaHCW"><div class="aw-1njknqq euollB"><picture><source data-testid="source-for-S" media="(max-width: 767px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.0,c_fill,g_faces,h_104,w_104/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-122281865952623e2955 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.0,c_fill,g_faces,h_104,w_104/dpr_1.0/q_auto:eco/f_auto/fl_lossy/39-122281865952623e2955 1x"/><source data-testid="source-for-M" media="(min-width: 768px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_110,w_196/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-122281865952623e2955 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_110,w_196/dpr_1.0/q_auto:eco/f_auto/fl_lossy/39-122281865952623e2955 1x"/><img alt="Anne-Mari Wallenberg ja Pyry Vaismaa." src="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_110,w_196/dpr_1.0/q_auto:eco/f_auto/fl_lossy/39-122281865952623e2955" class="aw-1l9m598 bTKagC"/></picture></div></div></div></div></div><div aria-hidden="true" class="aw-4s1vft kcSOOZ"><hr class="aw-mkek3u lkNxNt"/></div><div role="listitem" class="aw-124ec9l cFgRwb"><div class="aw-yq4wj5 hkKela"><div class="aw-fou4nx hULxUh"><div class="aw-aqrehu kskGQO"><div class="aw-ej1jxx Vjwex"><a href="/web/20240219054942/https://yle.fi/t/18-206765/fi" aria-label="Lisää artikkeleita aiheesta Teknologia" class="aw-l7odld jXfkxq">Teknologia</a></div><h3 class="aw-x9ikft cGmEmT"><a href="https://web.archive.org/web/20240219054942/https://yle.fi/a/74-20068301" class="aw-3ocnud eBKakF">Tekoäly auttaa seitsenhenkisen perheen ruokarumbassa, mutta sille kannattaa olla kohtelias</a></h3><time class="aw-4gocmc guzJZN">11.1.</time></div></div><div class="aw-vhyz8i mQzOb"><div class="aw-8sjfvz juaHCW"><div class="aw-1njknqq euollB"><picture><source data-testid="source-for-S" media="(max-width: 767px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.0,c_fill,g_faces,h_104,w_104/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-1226447659fc815e375a 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.0,c_fill,g_faces,h_104,w_104/dpr_1.0/q_auto:eco/f_auto/fl_lossy/39-1226447659fc815e375a 1x"/><source data-testid="source-for-M" media="(min-width: 768px)" srcset="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_110,w_196/dpr_2.0/q_auto:eco/f_auto/fl_lossy/39-1226447659fc815e375a 2x, https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_110,w_196/dpr_1.0/q_auto:eco/f_auto/fl_lossy/39-1226447659fc815e375a 1x"/><img alt="Lauri Järvilehto katsoo kameraan. Taustalla tekoälyllä luotu uunilohi isolla tietokoneen ruudulla. " src="https://web.archive.org/web/20240219054942im_/https://images.cdn.yle.fi/image/upload/ar_1.7777777777777777,c_fill,g_faces,h_110,w_196/dpr_1.0/q_auto:eco/f_auto/fl_lossy/39-1226447659fc815e375a" class="aw-1l9m598 bTKagC"/></picture></div></div></div></div></div></div><div><div class="aw-1n3c5tg lkXQTI"><a href="/web/20240219054942/https://yle.fi/t/18-206765/fi" aria-label="Lisää artikkeleita aiheesta Teknologia" class="aw-1viu5l0 ihpQdr">Teknologia</a><a href="/web/20240219054942/https://yle.fi/t/18-215158/fi" aria-label="Lisää artikkeleita aiheesta Tekoäly" class="aw-1viu5l0 ihpQdr">Tekoäly</a><a href="/web/20240219054942/https://yle.fi/t/18-220221/fi" aria-label="Lisää artikkeleita aiheesta Messut" class="aw-1viu5l0 ihpQdr">Messut</a><div class="aw-cf4nb3 caaAug"><button aria-label="Näytä kaikki aiheet" aria-disabled="false" class="Buttonstyles__ButtonBase-sc-17sr1bx-0 Buttonstyles__ButtonText-sc-17sr1bx-3 bcVPDV kvhUhF"><span class="Buttonstyles__iconSize-sc-17sr1bx-4 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class="GridItem__HorizontalLineContainer-sc-fb5dddd6-0 gwYktw"><div class="HorizontalLine__Container-sc-4e2b487d-0 kIuphP auto-detect-ukko-theme"><div class="HorizontalLine__Line-sc-4e2b487d-1 gEWsCT"></div></div></div><div data-analytics-headline-link="true"><div data-analytics-headline-link="false" class="RoundedCorners-sc-3215ce3c-0 Banner__Background-sc-fc1bd981-0 gFbsgP iwfFQN"><div class="Banner__TextBox-sc-fc1bd981-2 jNbQyI"><p class="Typography-sc-8c75a913-0 Banner__Lead-sc-fc1bd981-4 jnmskC bNCSzC">Hetkinen...</p></div></div></div><div class="RoundedCorners-sc-3215ce3c-0 Group__GroupBottomFrame-sc-641af73e-1 BFqrP kbtQgr"></div></div></div></section></div></main><div class="GridSystem__GridCell-sc-39885cb3-0 jFDNhX no-print"></div><div id="sticky-sidebar" class="GridSystem__GridCell-sc-39885cb3-0 kJzTwe no-print"><div><div><div style="font-size:0;visibility:hidden">.</div><div><aside class="GridSystem__GridCell-sc-39885cb3-0 SidebarLayout__SidebarItemContainer-sc-3eb74ea9-1 cLQCdE jHMrFX"><h2 id="sb-most-read" class="Typography-sc-8c75a913-0 bULHrI SidebarLayout__SidebarItemHeader-sc-3eb74ea9-0 cQMpdn SidebarLayout__SidebarItemHeader-sc-3eb74ea9-0 cQMpdn">Luetuimmat</h2><div class="MinimalHeadlines__Container-sc-50e5ed09-0 iOwQHi"><ol aria-labelledby="sb-most-read"><li class="MinimalHeadlines__Item-sc-50e5ed09-1 gqBDHz"><div class="MinimalHeadlines__BulletContainer-sc-50e5ed09-7 jplnXj"><div class="MinimalHeadlines__BulletCell-sc-50e5ed09-8 fXnPjX"><div aria-hidden="true" class="MinimalHeadlines__Index-sc-50e5ed09-5 ifdyhB">1</div><div class="MinimalHeadlines__ListLine-sc-50e5ed09-4 bKztAW"></div></div></div><div class="MinimalHeadlines__Texts-sc-50e5ed09-2 bFUWKB"><a href="/web/20240219054942/https://yle.fi/t/18-207255/fi" class="Tag__Label-sc-10f4ee8e-0 dpErSM MinimalHeadlines__StyledTag-sc-50e5ed09-3 jYHdjA">Työmarkkinat</a><h3 class="Typography-sc-8c75a913-0 dpUGfc link-accent"><a href="/web/20240219054942/https://yle.fi/a/74-20074952" class="MinimalHeadlines__Link-sc-50e5ed09-9 gQOvyQ visitable-link">Hoitaja pyysi 20 000 euroa lisää palkkaa, työnantaja lupasi maksaa 7 euroa – palkkariidoissa näkemykset kaukana</a></h3></div></li><li class="MinimalHeadlines__Item-sc-50e5ed09-1 gqBDHz"><div class="MinimalHeadlines__BulletContainer-sc-50e5ed09-7 jplnXj"><div class="MinimalHeadlines__BulletCell-sc-50e5ed09-8 fXnPjX"><div aria-hidden="true" class="MinimalHeadlines__Index-sc-50e5ed09-5 ifdyhB">2</div><div class="MinimalHeadlines__ListLine-sc-50e5ed09-4 bKztAW"></div></div></div><div class="MinimalHeadlines__Texts-sc-50e5ed09-2 bFUWKB"><a href="/web/20240219054942/https://yle.fi/t/18-206583/fi" class="Tag__Label-sc-10f4ee8e-0 dpErSM MinimalHeadlines__StyledTag-sc-50e5ed09-3 jYHdjA">Muoti</a><h3 class="Typography-sc-8c75a913-0 dpUGfc link-accent"><a href="/web/20240219054942/https://yle.fi/a/74-20072659" class="MinimalHeadlines__Link-sc-50e5ed09-9 gQOvyQ visitable-link">Puolalainen pikamuotiketju epäili, kannattaako Suomeen edes tulla – nyt sitä suorastaan anellaan avaamaan liikkeitä</a></h3></div></li><li class="MinimalHeadlines__Item-sc-50e5ed09-1 gqBDHz"><div class="MinimalHeadlines__BulletContainer-sc-50e5ed09-7 jplnXj"><div class="MinimalHeadlines__BulletCell-sc-50e5ed09-8 fXnPjX"><div aria-hidden="true" class="MinimalHeadlines__Index-sc-50e5ed09-5 ifdyhB">3</div><div class="MinimalHeadlines__ListLine-sc-50e5ed09-4 bKztAW"></div></div></div><div class="MinimalHeadlines__Texts-sc-50e5ed09-2 bFUWKB"><a href="/web/20240219054942/https://yle.fi/t/18-334977/fi" class="Tag__Label-sc-10f4ee8e-0 dpErSM MinimalHeadlines__StyledTag-sc-50e5ed09-3 jYHdjA">Venäjän hyökkäys</a><h3 class="Typography-sc-8c75a913-0 dpUGfc link-accent"><a href="/web/20240219054942/https://yle.fi/a/74-20075031" class="MinimalHeadlines__Link-sc-50e5ed09-9 gQOvyQ visitable-link">Kasper Alhoniemi, 23, kaatui taistellessaan Ukrainan puolesta – tämä on hänen tarinansa</a></h3></div></li><li class="MinimalHeadlines__Item-sc-50e5ed09-1 gqBDHz"><div class="MinimalHeadlines__BulletContainer-sc-50e5ed09-7 jplnXj"><div class="MinimalHeadlines__BulletCell-sc-50e5ed09-8 fXnPjX"><div aria-hidden="true" class="MinimalHeadlines__Index-sc-50e5ed09-5 ifdyhB">4</div><div class="MinimalHeadlines__ListLine-sc-50e5ed09-4 bKztAW"></div></div></div><div class="MinimalHeadlines__Texts-sc-50e5ed09-2 bFUWKB"><a href="/web/20240219054942/https://yle.fi/t/18-219772/fi" class="Tag__Label-sc-10f4ee8e-0 dpErSM MinimalHeadlines__StyledTag-sc-50e5ed09-3 jYHdjA">Hiihto</a><h3 class="Typography-sc-8c75a913-0 dpUGfc link-accent"><a href="/web/20240219054942/https://yle.fi/a/74-20075221" class="MinimalHeadlines__Link-sc-50e5ed09-9 gQOvyQ visitable-link">Kerttu Niskanen yllätti Aino-Kaisa Saarisen täysin – näin kovan tempun Suomen hiihtotähti teki</a></h3></div></li><li class="MinimalHeadlines__Item-sc-50e5ed09-1 gqBDHz"><div class="MinimalHeadlines__BulletContainer-sc-50e5ed09-7 jplnXj"><div class="MinimalHeadlines__BulletCell-sc-50e5ed09-8 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jplnXj"><div class="MinimalHeadlines__BulletCell-sc-50e5ed09-8 fXnPjX"><time class="DateTime___StyledTime-sc-be5c43e0-0 vtYzC MinimalHeadlines__Date-sc-50e5ed09-6 hHEFoe" datetime="2024-02-19T07:31:12+0200">7:31</time><div class="MinimalHeadlines__ListLine-sc-50e5ed09-4 bKztAQ"></div></div></div><div class="MinimalHeadlines__Texts-sc-50e5ed09-2 bFUWKB"><a href="/web/20240219054942/https://yle.fi/t/18-189456/fi" class="Tag__Label-sc-10f4ee8e-0 dpErSM MinimalHeadlines__StyledTag-sc-50e5ed09-3 jYHdjA">Jääkiekko</a><h3 class="Typography-sc-8c75a913-0 dpUGfc link-accent"><a href="/web/20240219054942/https://yle.fi/a/74-20075231" class="MinimalHeadlines__Link-sc-50e5ed09-9 gQOvyQ visitable-link">Jesse Puljujärvi sonnustautui takatukkaan ja hehkutti Jaromir Jagria: ”Edelleen yksi joukkueemme vahvimmista pelaajista”</a></h3></div></li><li class="MinimalHeadlines__Item-sc-50e5ed09-1 gqBDHz"><div class="MinimalHeadlines__BulletContainer-sc-50e5ed09-7 jplnXj"><div 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Messuilla esiteltiin muun muassa laitetta, jonka luvataan mittaavan sydämen ja keuhkojen toimintaa.","id":"39-123859865c0d021b28e3","type":"image","alts":[{"language":"fin","value":"Geoffrey Moore puhumassa ja toisessa kuvassa piirros sydämestä"}],"blurhash":"LPC@2h$lIRI-XFa+oztSRXxuo#R:","tags":[{"label":[{"language":"fin","value":"tekoäly"},{"language":"swe","value":"artificiell intelligens"}],"extId":"18-215158"}],"copyright":[{"language":"und","value":"Thomas Barndt ja Yle"}],"crops":[{"name":"16:9","aspect":1.78,"coordinates":{"x":0,"y":0,"width":1919,"height":1080}},{"name":"2:3","aspect":0.67,"coordinates":{"x":69,"y":0,"width":720,"height":1080}},{"name":"1:1","aspect":1,"coordinates":{"x":280,"y":0,"width":1080,"height":1080}},{"name":"5:2","aspect":2.5,"coordinates":{"x":0,"y":5,"width":1919,"height":767}}],"height":1080,"licence":{"id":"4","name":[{"language":"eng","value":"Other external source"},{"language":"fin","value":"Muu ulkoinen lähde"},{"language":"swe","value":"Annan extern källa"}],"properties":[]},"version":"1707135133","width":1920,"recommendedFormat":"jpg"},{"text":"Amerikkalainen tekoälyn asiantuntija Geoffrey Moore listaa Ylelle neljä tekoälyn kiinnostavinta mahdollisuutta. Hän tiedostaa myös sen vaarat.","type":"text"},{"text":"**LAS VEGAS** – Tekoälyn avulla kuluttajista voidaan luoda kyborgeja, pamauttaa **Geoffrey Moore** puheessaan CES-teknologiamessuilla.","type":"text"},{"text":"Hän ei onneksi tarkoita, että tekoäly koulisi meistä huomaamatta automaattisia ostokoneita, vaikka sekin on mahdollista. Moore viittaa kyborgilla siihen, että ihmisen ja koneen yhdistelmänä eli tekoälyn avulla voimme tehdä järkevämpiä ostoksia.","type":"text"},{"text":"– Tekoälyn tarjoamaa tietomäärää ei tarvitse enää hakea eri lähteistä internetissä, vaan tekoäly kerää kaiken tarpeellisen tiedon yhteen, vaikka uudesta autosta, selittää Moore Ylen haastattelussa.","type":"text"},{"text":"Geoffrey Moore on kirjailija, puhuja ja teknologia-alan yritysneuvoja, jonka nimen tuntevat Yhdysvalloissa niin taloustieteilijät kuin taksikuskit.","type":"text"},{"text":"Moorella on lähes[ 650 000 seuraajaa](https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fgeoffreyamoore\u002F) verkkoyhteisöpalvelu Linkedinissä, ja hänen asiakkaitaan ovat muun muassa Microsoft ja Google. Moore on kirjallisuuden professori, joka siirtyi myöhemmin markkinoinnin pariin. Hänen ensimmäinen kirjansa, *Crossing the Chasm*, käsitteli start up -yritysten kehitystä. Sitä on ostettu yli miljoona kappaletta.","type":"text"},{"displayStyle":"normal","alt":"Mies pitää puhetta lavalla yleisölle, joka istuu paikoillaan. ","source":"Johanna Juntunen \u002F Yle","aspect":1.3333333333333333,"caption":"Geoffrey Moore esiintyi tammikuun alussa pidetyillä CES-messuilla Capgemini-yrityksen tilaisuudessa. Capgemini hyödyntää dataa ja muita digitaalisia työkaluja yritysten liiketoiminnan tehostamiseksi.","id":"39-123213465b0739ce25e0","type":"image","alts":[{"language":"fin","value":"Mies pitää puhetta lavalla yleisölle, joka istuu paikoillaan. "}],"blurhash":"LZB4a.RObcox%%Sia{kWaITLslX9","tags":[{"label":[{"language":"fin","value":"Puhe"},{"language":"swe","value":"public speaking"}],"extId":"18-278020"},{"label":[{"language":"eng","value":"Fairs & Conferences & Seminars"},{"language":"fin","value":"Messut, konferenssit ja seminaarit"},{"language":"swe","value":"Mässor, konferenser och seminarier"}],"extId":"18-38331"},{"label":[{"language":"fin","value":"yleisötilaisuudet"},{"language":"swe","value":"evenemang för allmänheten"}],"extId":"18-219495"},{"label":[{"language":"eng","value":"Las Vegas"},{"language":"fin","value":"Las Vegas"},{"language":"swe","value":"Las Vegas"}],"extId":"18-140751"},{"label":[{"language":"fin","value":"tekoäly"},{"language":"swe","value":"artificiell intelligens"}],"extId":"18-215158"}],"copyright":[{"language":"und","value":"Johanna Juntunen \u002F Yle"}],"crops":[{"name":"16:9","aspect":1.78,"coordinates":{"x":0,"y":750,"width":3996,"height":2250}},{"name":"2:3","aspect":0.67,"coordinates":{"x":93,"y":0,"width":1992,"height":3000}},{"name":"1:1","aspect":1,"coordinates":{"x":0,"y":0,"width":3000,"height":3000}}],"height":3000,"licence":{"id":"6","name":[{"language":"und","value":"Yle"}],"properties":[]},"version":"1706063061","width":4000,"recommendedFormat":"jpg"},{"text":"Epäluotettavuuden kriisi","level":2,"type":"heading"},{"text":"Moore pohtii paljon hyvän ja pahan välistä taistelua jokapäiväisessä elämässä, oli kyse sitten ihmisistä tai tekoälystä.","type":"text"},{"text":"– Kuluttajia palvelevilla yrityksillä on suuri vastuu. Jos tekoälyä käytetään väärin, kuluttajat tajuavat nopeasti, että kyseinen järjestelmä tai palvelu ei ole turvallinen, eivätkä he käytä sitä, Moore kertoo Ylelle.","type":"text"},{"text":"Esimerkkinä voi mainita entisen Twitterin, nykyisen X:n, joka on **Elon Muskin** omistuksessa menettänyt[ miljoonia käyttäjiä](https:\u002F\u002Fvariety.com\u002F2023\u002Fdigital\u002Fnews\u002Fmusk-twitter-x-acquisition-one-year-user-revenue-decline-1235770297\u002F) ja avoimen yhteisöpalvelun arvo on pudonnut[ 71 prosenttia](https:\u002F\u002Fwww.theguardian.com\u002Ftechnology\u002F2024\u002Fjan\u002F02\u002Fx-twitter-stock-falls-elon-musk). Muskia ja X:ää on syytetty disinformaation levittämisestä.","type":"text"},{"text":"– Rehellisesti sanottuna digitaaliset palvelut eivät ole tällä hetkellä kovin luotettavia sosiaalisesta mediasta puhumattakaan. Elämme epäluotettavuuden kriisissä. Epärehelliset toimijat käyttävät tekoälyä kriisin pahentamiseksi, mutta uskon, että vastuulliset tahot pystyvät kääntämään tämän kehityskulun.","type":"text"},{"content":[{"text":"Mooren lista: Tekoälyn 4 kiinnostavinta mahdollisuutta","level":2,"type":"heading"},{"text":"1\\. Ostopäätöksissä auttaminen ja opastaminen","type":"text"},{"text":"2\\. Terveydenhuolto- ja muut palvelut","type":"text"},{"text":"3\\. Opetus- ja koulutusala","type":"text"},{"text":"4\\. Ikääntyvien elämän helpottaminen digimaailmassa","type":"text"}],"type":"aside"},{"text":"Pisa-tulokset uuteen nousuun tekoälyn avulla?","level":2,"type":"heading"},{"text":"Moore käsitteli puheessaan generatiivisen tekoälyn eli ChatGPT:n ja muiden laajoja kielimalleja käyttävien tekoälyohjelmien avaamia mahdollisuuksia eri aloilla. Nämä tekoälymallit on suunniteltu tuottamaan uutta teksti-, ääni-, kuva- tai videosisältöä olemassa olevista tiedostoista.","type":"text"},{"text":"Generatiivista tekoälyä voi verrata sähköön, sillä molempia voi käyttää moneen eri tarkoitukseen, kuten lämmittämiseen, tuottamaan valoa ja virranlähteenä. Samalla tavalla tekoälyä voidaan soveltaa eri alojen tarpeisiin erikoisasiantuntijoiden tietojen avulla.","type":"text"},{"text":"Moore arvioi tekoälyn vaikuttavan kuluttajien auttamisen ja ohjaamisen lisäksi eniten terveydenhuoltoon, muihin palveluihin ja koulutukseen. Kirjallisuutta yliopistossa opettanut Moore pitää tekoälyä ”opettajien apukuskina”.","type":"text"},{"text":"– Luokkakoot ovat kasvaneet liian suuriksi. Yksi opettaja ei voi millään huolehtia, että jokainen oppilas yli 30-päisessä luokassa omaksuu asian. Hänen on keskityttävä suurimpaan ryhmään, joka koostuu yleensä keskitason oppilaista, jolloin osa jää huomiotta.","type":"text"},{"text":"– Generatiivisen tekoälyn avulla voidaan luoda virtuaalisia opinto-ohjaajia, jotka tukevat heikompia oppilaita ja tarjoavat lisähaasteita niille, jotka menestyvät paremmin.","type":"text"},{"text":"Moore sanoo kehityksen olevan välttämätöntä, mutta arvelee siirtymään menevän yhden sukupolven verran aikaa. Hän naureskelee peloille tekoälyn käyttämisestä lunttaamiseen.","type":"text"},{"text":"– Lapset haluavat oppia, mutta tekoälyä voidaan käyttää inspiraationa tehtävänratkaisun alkuvaiheessa. Oppilas ei tietenkään saa väittää tekoälyn panosta omakseen eikä jättää kaikkea ohjelman tehtäväksi. Opettajan on myös tehtävä selväksi, että hän on kiinnostunut oppilaan omista ajatuksista, eikä tekoälyn.","type":"text"},{"text":"**Katso video CES-teknologiamessuilta, joiden teemana oli tekoäly:**","type":"text"},{"caption":"Messuilla esiteltiin muun muassa erilaisia tekoälyä hyödyntäviä robotteja.","type":"video","id":"1-67773549","programResponse":{"series":{"title":{"main":{"swe":"Nyhetsvideor","fin":"Uutisvideot"}},"image":{"cover":{"fin":{"type":"Image","id":"13-1-1255967-1677743590609","version":1708274303}},"main":{"fin":{"type":"Image","id":"13-1-1255967-1684137541041","version":1708274303}}}},"publications":[{"tags":["archive"],"service":{"type":"Service","id":"yle-areena"},"publisher":{"type":"Service","id":"yle-areena"},"startTime":"2024-01-24T11:09:50+02:00","geoRestriction":"None","type":"Publication","id":"4-67773550","kind":"Ondemand","protectionLevel":{"key":"none","type":"ContentProtectionPolicy","id":"22-0"},"media":{"videoTrack":{"format":"HD","aspectRatio":"16:9","type":"VideoTrack","duration":"PT50S"},"downloadable":false,"type":"Video","duration":"PT50S","id":"67-164f278f8dd64e019d3d38906705c3a9","available":true}}],"title":{"main":{"fin":"CES"}},"id":"1-67773549","image":{"main":{"fin":{"type":"Image","id":"13-1-67773549-1706087812820","version":1707127548}}}}},{"text":"Kehitystä ei voi pysäyttää","level":2,"type":"heading"},{"text":"Moorella on hyviä uutisia niille ikääntyvään väestöön kuuluville, jotka karttavat digitaalisia laitteita ja palveluja. Eri laitteisiin liitettävä ääniohjaus helpottaa teknologian kanssa toimimista.","type":"text"},{"text":"– Näppäimistö jää unholaan. Tekoälylle voi jopa mumista kysymyksen. Jos vastaus on väärä, henkilö tarkentaa kysymystään, kunnes saa haluamansa vastauksen.","type":"text"},{"text":"Kirjailija pitää hämmästyttävänä, miten paljon ChatGPT pystyy oppimaan keskustellessaan käyttäjän kanssa.","type":"text"},{"text":"– Mitä enemmän se saa syötettä tai palautetta käyttäjältä, sitä paremmin tekoäly ymmärtää ihmistä.","type":"text"},{"displayStyle":"normal","alt":"Suuri joukko ihmisiä tutustuu vierivieressä teknologiamessujen tarjontaan. ","source":"Johanna Juntunen \u002F Yle","aspect":1.3333333333333333,"caption":"Maailman suurimmilla teknologiamessuilla vieraili neljän päivän aikana yli 135 000 kävijää, joista moni viihtyi start up -yritysten osastolla. ","id":"39-123213665b07632f2e24","type":"image","alts":[{"language":"fin","value":"Suuri joukko ihmisiä tutustuu vierivieressä teknologiamessujen tarjontaan. 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CES-messuilla puhunut syväoppimista tutkiva Google Brain -tiimin perustaja **Andrew Ng** uskoo tekoälyn automatisoivan 20–30 prosenttia erilaisista työtehtävistä.","type":"text"},{"text":"– Meidän on opittava elämään tekoälyä kohtaan tuntemamme pelon kanssa. Muuta vaihtoehtoa ei ole, Moore toteaa.","type":"text"},{"text":"Hän sanoo, että kyse on samasta pelosta kuin ydinenergian kohdalla. Väärien ihmisten käsissä myös tekoäly on vaaraksi, sillä se on tehokas työkalu.","type":"text"},{"text":"– Esi-isämme selvisivät sapelihammaskissoista. Meidän sapelihammaskissojamme voivat olla tekoäly ja sosiaalinen media, mutta uskon ihmisten selviytyvän tästäkin haasteesta voittajina, Moore rauhoittelee.","type":"text"},{"type":"links","links":[{"external":{"url":"https:\u002F\u002Fweb.archive.org\u002Fweb\u002F20240219054942\u002Fhttps:\u002F\u002Fyle.fi\u002Fa\u002F74-20067557"},"internal":{"id":"74-20067557"},"title":"Tekoälyn toimintaa pitää opettaa koulussa, jotta tekoälyä voidaan kritisoida, sanovat asiantuntijat","datePublished":"2024-01-18T19:30:40+0200","subject":{"description":{"fi":"Teknologia on yhteisnimitys joukolle tietyn alan tekniikoita. ","sv":"Teknologi är kunskapen om och användandet av verktyg, teknik, hantverk, system eller organisationsmetoder.","en":"Technology is the sum of any techniques, skills, methods, and processes used in the production of goods or services or in the accomplishment of objectives, such as scientific investigation. 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