Päivitämme oppimateriaalisivuamme säännöllisesti. Tarkoituksena on listata keskeisimpiä tietolähteitä ja artikkeleja tekoälystä, tekoälyn etiikasta sekä teknologisesta murroksesta.
Listan osana on myös Turun yliopiston tarjoamat kurssit tekoälystä ja tekoälyn yhteiskunnallisista vaikutuksista.
Suomenkielisiä artikkeleja ja materiaaleja
Opas tekoälyn etiikkaan
https://aisociety.fi/fi/opas-tekoalyn-etiikkaan
Välittävät tekoälyteknologiat
Otto Sahlgren
http://www.paatos.fi/2019/03/18/valittavat-tekoalyteknologiat/
Robotit ja tekoäly moraalisina huolenaiheina, toimijoina ja neuvonantajina
Arto Laitinen
https://journal.fi/tt/article/view/69280
VN TEAS / VTT: Tekoälyn käsitekartta
http://julkaisut.valtioneuvosto.fi/handle/10024/161282
SITRA: Eettinen tekoäly tarvitsee eettistä dataa
https://www.sitra.fi/blogit/eettinen-tekoaly-tarvitsee-eettista-dataa/
FAIA: Opas puheentunnistuksen hyödyntämiseen
https://faia.fi/playbook/
ETAIROS-hankkeen julkaisut
https://etairos.fi/julkaisut/
Robotin hoiviin? — Yhteiskuntatieteen ja filosofian näkökulmia palvelurobotiikkaan
https://vastapaino.fi/sivu/tuote/robotin-hoiviin-/2730924
Yleisesitykset ja raportit
Stanford - One Hundred Year Study on Artificial Intelligence
2016 report
https://ai100.stanford.edu/2016-report
Artificial Intelligence: A Modern Approach (3rd Edition)
Stuart Russell, Peter Norvig
https://www.amazon.com/Artificial-Intelligence-Modern-Approach-3rd/dp/0136042597
The Cambridge Handbook of Artificial Intelligence
http://www.cambridge.org/gb/academic/subjects/philosophy/philosophy-mind-and-language/cambridge-handbook-artificial-intelligence?format=PB#uCBu0mtFhibOGaY6.97
Nature: Anticipating artificial intelligence
Why we need AI research beyond the technological research
https://www.nature.com/news/anticipating-artificial-intelligence-1.19825
Royal Society: Machine learning - the power and promise of computers that learn by example
https://royalsociety.org/~/media/policy/projects/machine-learning/publications/machine-learning-report.pdf
A definition of Artificial Intelligence: main capabilities and scientific disciplines
https://ec.europa.eu/digital-single-market/en/news/definition-artificial-intelligence-main-capabilities-and-scientific-disciplines
Tekoälyteknologioiden opiskelu ja ymmärtäminen
Elements of AI
University of Helsinki, Reaktor
http://www.elementsofai.com/fi
Machine Learning - Coursera
Andrew Ng
https://www.coursera.org/learn/machine-learning
Fast.ai - Making neural nets uncool again
http://www.fast.ai/
Deep Learning Textbook
Ian Goodfellow and Yoshua Bengio and Aaron Courville
http://www.deeplearningbook.org/
Liiketoiminta ja taloustiede
The Future of Employment: How Susceptible Are Jobs to Computerisation?
Carl Benedikt Frey, Michael A. Osborne
https://www.oxfordmartin.ox.ac.uk/downloads/academic/The_Future_of_Employment.pdf
Rise of the Robots: Technology and the Threat of a Jobless Future
Martin Ford
https://www.amazon.com/Rise-Robots-Technology-Threat-Jobless/dp/0465097537
Toward understanding the impact of artificial intelligence on labor
Frank et al.
https://www.pnas.org/content/116/14/6531
Etiikka
Jobin, A., Ienca, M., & Vayena, E. (2019). The global landscape of AI ethics guidelines. Nature Machine Intelligence, 1(9), 389-399.
https://www.nature.com/articles/s42256-019-0088-2
Concrete problems in AI safety
Dario Amodei, Chris Olah, Jacob Steinhardt, Paul Christiano, John Schulman, Dan Mané
https://arxiv.org/abs/1606.06565
The Ethics of Artificial Intelligence
Nick Bostrom, Eliezer Yudkowsky
https://nickbostrom.com/ethics/artificial-intelligence.pdf
Research Priorities for Robust and Beneficial Artificial Intelligence
Stuart Russell, Daniel Dewey, Max Tegmark
https://futureoflife.org/data/documents/research_priorities.pdf
Lethal Autonomous Weapons Systems by Stuart Russell
https://people.eecs.berkeley.edu/~russell/research/LAWS.html
Fairness Measures - Datasets and software for detecting algorithmic discrimination
http://fairness-measures.org/
AI4People—An Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations
Luciano Floridi - Josh Cowls - Monica Beltrametti - Raja Chatila - Patrice Chazerand - Virginia Dignum - Christoph Luetge - Robert Madelin - Ugo Pagallo - Francesca Rossi - Burkhard Schafer - Peggy Valcke - Efy Vayena
https://link.springer.com/article/10.1007%2Fs11023-018-9482-5
EU: Ethics guidelines for trustworthy AI
https://op.europa.eu/en/publication-detail/-/publication/d3988569-0434-11ea-8c1f-01aa75ed71a1
Esitysslideja tapahtumistamme
Machine Learning 101 - Thinking with ML
Eero Laaksonen, Valohai
Turku AI Society - Discussion, Collaboration, Understanding
Our info slides
AI & Design: Design, Ethics & Social Robots
Intro slides by Turku AI Society
Utilizing AI in Public Design
Juho Vainio, Jokojo
Konferenssit
Conference and Workshop on Neural Information Processing Systems (NIPS) https://nips.cc/
Fairness, Accountability, and Transparencyin Machine Learning (FATML) https://www.fatml.org/
Artificial Intelligence and Statistics (AISTATS) http://www.aistats.org/
Uncertainty in Artificial Intelligence (UAI) http://www.auai.org/
International Joint Conferences on Artificial Intelligence http://www.ijcai.org/
Artificial Intelligence, Ethics & Society http://www.aies-conference.com/
The ETHICOMP conference series http://www.dmu.ac.uk/research/research-faculties-and-institutes/technology/centre-for-computing-and-social-responsibility/ethicomp-series.aspx
Tieteelliset journaalit
Artificial Intellingence https://www.journals.elsevier.com/artificial-intelligence
Journal of Artificial Intelligence Research http://www.jair.org/
Artificial Intelligence in Medicine https://www.journals.elsevier.com/artificial-intelligence-in-medicine
International Journal of Artificial Intelligence in Education https://www.iospress.nl/loadtop/load.php?isbn=15604292
Artificial Intelligence and Law https://link.springer.com/journal/10506
Applied Artificial Intelligence - An International Journal http://www.tandfonline.com/loi/uaai20
AI & Society https://link.springer.com/journal/146
Ethics & Information Technology - Special Issue: Ethics and Artificial Intelligence https://link.springer.com/journal/10676/20/1/page/1
Techné: Research in Philosophy and Technology https://www.pdcnet.org/pdc/bvdb.nsf/journal?openform&journal=pdc_techne
Minds and Machines https://link.springer.com/journal/11023
Philosophy & Technology https://link.springer.com/journal/13347
AI & Ethics https://www.springer.com/journal/43681
Tekoälyyn liittyvät kurssit Turun yliopistossa
Tekoäly 25, poikkitieteellinen sivuainekokonaisuus: https://sites.utu.fi/tekoalyakatemia/koulutus/tekoaly25/
Oikeustiede: Decoding Modern Warfare https://opas.peppi.utu.fi/fi/opintojakso/TLS_0073/1015
Oikeustiede: Master's Degree Programme in Law and Information Society https://opas.peppi.utu.fi/en/degree-programme/890
Oikeustiede: Introduction to the Law and Information Society, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0309/911
Oikeustiede: Law and Artificial Intelligence, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0083/6412
Oikeustiede: An Introduction to Internet Governance: History, Layers, Actors and Contemporary IG-issues, 3 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0088/6633
Oikeustiede: Law and Artificial Intelligence: Contracts and Liability, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0084/6413
Oikeustiede: Law and Artificial Intelligence: Human Rights Implications, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0085/6414
Filosofia: Contemporary Philosophy https://nettiopsu.utu.fi/opas/opetusohjelma/marjapuuro.htm?id=14706
Filosofia: Philosophy and Ethics of Artificial Intelligence https://opas.peppi.utu.fi/en/course/FILY1024/11342
Tietojenkäsittely: Artificial Intelligence Retraining, Master of Science https://opas.peppi.utu.fi/en/degree-programme/9309
Tietojenkäsittely: Johdatus tekoälyyn (in Finnish) https://opas.peppi.utu.fi/fi/opintojakso/TKO_2103/6257
Tietojenkäsittely: Tekoälyn perusmenetelmät (in Finnish) https://opas.peppi.utu.fi/fi/opintojakso/TKO_3128/6281
Kauppatiede: Information Technology and Ethics https://opas.peppi.utu.fi/en/course/TJ093222/1114