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

Artificial Intelligence: A Modern Approach (3rd Edition)
Stuart Russell,‎ Peter Norvig

The Cambridge Handbook of Artificial Intelligence

Nature: Anticipating artificial intelligence
Why we need AI research beyond the technological research

Royal Society: Machine learning - the power and promise of computers that learn by example

Understanding AI technology

Elements of AI
University of Helsinki, Reaktor

Machine Learning - Coursera
Andrew Ng

Fast.ai - Making neural nets uncool again

Deep Learning Textbook
Ian Goodfellow and Yoshua Bengio and Aaron Courville

Business and economics

The Future of Employment: How Susceptible Are Jobs to Computerisation?
Carl Benedikt Frey, Michael A. Osborne

Rise of the Robots: Technology and the Threat of a Jobless Future
Martin Ford


Concrete problems in AI safety
Dario Amodei, Chris Olah, Jacob Steinhardt, Paul Christiano, John Schulman, Dan Mané

The Ethics of Artificial Intelligence 
Nick Bostrom, Eliezer Yudkowsky

Research Priorities for Robust and Beneficial Artificial Intelligence
Stuart Russell, Daniel Dewey, Max Tegmark

Lethal Autonomous Weapons Systems by Stuart Russell

Fairness Measures - Datasets and software for detecting algorithmic discrimination

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

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


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


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