Our list of learning resources is offering you a fundamental-level and selective picture of the field. You can find thousands of resources online, but we are trying to hand-pick you the most essential and influential pieces of research, training and societal discussion.
Overall presentations and reports
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
Understanding AI technology
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/
Business and economics
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
Ethics
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
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
Presentations and slides from our events
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
Conferences
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
Journals
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 and Ethics https://www.springer.com/journal/43681
AI related courses in University of Turku
Tekoäly 25, minor programme (in Finnish): https://sites.utu.fi/tekoalyakatemia/koulutus/tekoaly25/
Law: Decoding Modern Warfare https://opas.peppi.utu.fi/fi/opintojakso/TLS_0073/1015
Law: Master's Degree Programme in Law and Information Society https://opas.peppi.utu.fi/en/degree-programme/890
Law: Introduction to the Law and Information Society, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0309/911
Law: Law and Artificial Intelligence, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0083/6412
Law: An Introduction to Internet Governance: History, Layers, Actors and Contemporary IG-issues, 3 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0088/6633
Law: Law and Artificial Intelligence: Contracts and Liability, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0084/6413
Law: Law and Artificial Intelligence: Human Rights Implications, 4 op - https://opas.peppi.utu.fi/fi/opintojakso/TLS_0085/6414
Philosophy: Contemporary Philosophy https://nettiopsu.utu.fi/opas/opetusohjelma/marjapuuro.htm?id=14706
Philosophy: Philosophy and Ethics of Artificial Intelligence https://opas.peppi.utu.fi/en/course/FILY1024/11342
Tech: Artificial Intelligence Retraining, Master of Science https://opas.peppi.utu.fi/en/degree-programme/9309
Tech: Johdatus tekoälyyn (in Finnish) https://opas.peppi.utu.fi/fi/opintojakso/TKO_2103/6257
Tech: Tekoälyn perusmenetelmät (in Finnish) https://opas.peppi.utu.fi/fi/opintojakso/TKO_3128/6281
TSE: Information Technology and Ethics https://opas.peppi.utu.fi/en/course/TJ093222/1114
Education: Ohjelmoinnin opettaminen ja ohjelmoinnillinen ajattelu kouluopetuksessa https://opas.peppi.utu.fi/fi/opintojakso/LUOT6020/3286