Perspectives and Further Resources- Learning and Knowledge

All on this page is additional reading (consider it red-marked)

Collections of useful Links

Jon Krohn's collection of resources Links to an external site.

Text books

7 DL books reviewed: https://www.pyimagesearch.com/2018/03/05/7-best-deep-learning-books-reading-right-now

• "Deep Learning", Goodfellow, Bengio and Courville, MIT Press, http://www.deeplearningbook.org (online free version available) Links to an external site.
• Machine Learning, by Murphy Links to an external site.

Courses

A collection of online machine learning courses with description and rankings (from 2017) can be found on this page Links to an external site.

Some of our personal favorites:

• Neural Networks for Machine Learning, Hinton
  
  • Playlist on youtube Links to an external site.
  • Coursera course (free, but signup required) Links to an external site.
• Deep Learning for NLP, Stanford Links to an external site.
• Machine Learning, Andrew Ng, Stanford Links to an external site.

Courses at swedish universities:

• Uppsala: Statistical Machine Learning Links to an external site.
• Lund:
  
  • FMAN 45 Machine Learning Links to an external site.
  • Introduction to Neural Networks and Deep Learning Links to an external site.
  • EDAN 95 Applied Machine Learning Links to an external site.
• KTH:
  • DD2434 Advanced machine learning
  • EL2805 Reinforcement learning
  • DD3359 Reinforcement learning
• Chalmers:
• LiU:
• Umeå:
• Örebro(?):

Overviews etc

• Perspectives on Research in AI and Artificial General Intelligence:  ai-dod.pdf Download ai-dod.pdf
• The great AI awakening (article from NY Times) Links to an external site.
•  Learning to See (several parts) Links to an external site.
  
  • supporting code: https://github.com/stephencwelch/LearningToSee
•  "Scaling to Very Very Large Corpora for Natural Language Disambiguation", Links to an external site. by Microsoft research Banko and Brill 2001. Classic paper that early argued convincingly for the value and importance of access to large datasets. Citation: "these results suggest that we may want to reconsider the tradeoff between spending time and money on algorithm development versus spending it on corpus development" (i.e. getting hold on more data).
• On a similar note researchers at Google wrote in 2009 "The unreasonable effectiveness of Data". Links to an external site.
• Intend to read this some time: https://www.amazon.com/Weapons-Math-Destruction-Increases-Inequality/dp/0553418815 Links to an external site.

Datasets

https://github.com/niderhoff/nlp-datasets

https://medium.com/startup-grind/fueling-the-ai-gold-rush-7ae438505bc2 Links to an external site.

Datasets for NLP Links to an external site.

For the locals: One billion Swedish words from 1950 and onwards Links to an external site.

Mixed

• Alpha Zero beats AlphaG0 100-0. With one computer. Links to an external site.
• The art of intrusion Links to an external site. (mentioned by Sonja B in her security talk)
• This AI Senses Humans Through Walls Links to an external site.