Learning resources

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

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

Ethics

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

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/
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

AI related courses in University of Turku

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