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Tervetuloa opiskelemaan tekoälyn perusteita!
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Food for thought

Tervetuloa opiskelemaan tekoälyn perusteita!

February 16, 2019
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Posted by ETHICS x AI /HEL2019

In May 2018, Finland announced the launch of Elements of AI, a first–of–its–kind online course that forms part of an ambitious plan to turn Finland into an AI powerhouse. To date, more than 185,000 people have signed up for the course. “It’s a pretty unique thing in Finland,” says Nokia chairman Risto Siilasmaa, who had an advisory role in the development of the online course. From its foundations as a pulp mill 153 years ago, Nokia is now one of the companies helping to drive a very quiet, very Finnish AI revolution. But it isn’t just Finns who are benefitting from the grand AI plan.

  • Mitä tekoäly on?
  • Ongelmanratkaisu tekoälyn avulla
  • Tekoälyn käytännön sovellukset
  • Koneoppiminen
  • Neuroverkot
  • Tekoälyn vaikutukset

Mitä tekoäly on?

Luku 1/6

Viekö robotti työpaikkani? Miten tekoäly muuttaa työtäni seuraavien 10 vuoden aikana? Missä tekoälyä sovelletaan jo nyt, ja mitä sovelluksia on tulossa seuraavaksi? Tuntematon.

Luku 1 käsittää seuraavat kappaleet:

  • Miten tekoäly määritellään?
  • Muita aihepiirejä
  • Tekoälyn filosofiaa

Ongelmanratkaisu tekoälyn avulla

Luku 2/6

Hakualgoritmit eivät välttämättä tunnu erityisen hohdokkailta tekoälymenetelmiltä. Niiden avulla voidaan kuitenkin ratkoa ongelmia, jotka useimpien meistä mielestä vaativat älykkyyttä, kuten ajo-ohjeiden antaminen tai shakin pelaaminen.

Luku 2 käsittää seuraavat kappaleet:

  • Haku ja ongelmanratkaisu
  • Ongelmanratkaisu tekoälyn avulla
  • Pelit ja haku

Tekoälyn käytännön sovellukset

Luku 3/6

Yksi syy siihen, miksi modernit tekoälymenetelmät oikeasti toimivat käytännössä – toisin kuin 1960- ja 1980-luvun perinteisemmät ratkaisut – on se, että ne pystyvät käsittelemään epävarmuutta.

Luku 3 käsittää seuraavat kappaleet:

  • Kertoimet ja todennäköisyys
  • Bayesin kaava
  • Naiivi Bayesin luokitin

Koneoppiminen

Luku 4/6

Jo pitkään on ollut selvää, että oppiminen on yksi keskeisimpiä älykkyyden elementtejä. Tämä pätee yhtä lailla luonnolliseen älykkyyteen – me kaikki tulemme fiksummiksi oppimalla – kuin keinotekoiseen älykkyyteen eli tekoälyyn.

Luku 4 käsittää seuraavat kappaleet:

  • Koneoppimisen lajit
  • Lähimmän naapurin luokitin
  • Regressio

Neuroverkot

Luku 5/6

Luonnollisen kielen ja kuvien käsittely ovat perinteisesti olleet tekoälyn Akilleen kantapäitä. Neuroverkkojen ja syväoppimisen avulla näilläkin aloilla on viimeaikoina edistytty merkittävästi.

Luku 5 käsittää seuraavat kappaleet:

  • Neuroverkkojen periaatteet
  • Miten neuroverkkoja rakennetaan?
  • Edistyneet neuroverkkomenetelmät

Tekoälyn vaikutukset

Luku 6/6

“Käsitykseni on, että mitä paremmin tunnemme menneisyyden, sitä paremmin voimme valmistautua tulevaisuuteen.”
Theodore Roosevelt

Luku 6 käsittää seuraavat kappaleet:

  • Kristallipallo
  • Tekoäly yhteiskunnassa
  • Yhteenveto

Lisää linkkejä

“Inside Finland’s plan to become an artificial intelligence powerhouse. The small Nordic country is betting on education to give it a decisive edge in the age of AI.”

Artificial Intelligence: Inside Finland’s plan to become an artificial intelligence powerhouse. The small Nordic country is betting on education to give it a decisive edge in the age of AI; Chris Baraniuk, 15 February 2019. Link to WIRED The Condé Nast Publications, https://www.wired.co.uk/article/finland-artificial-intelligence-online-course

“Our goal is to demystify AI.”

The Elements of AI is a series of free online courses created by Reaktor and the University of Helsinki—to encourage as broad a group of people as possible to learn what AI is, what can (and can’t) be done with AI, and how to start creating AI methods. The courses combine theory with practical exercises and can be completed at one’s own pace.

Links to online course in English, på svenska, suomeksi.

Julkaisuja suomeksi
February 16, 2019
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