12.1. References

12.1.1. Data Visualization

• https://www.data-to-viz.com/#explore

• https://www.data-to-viz.com/img/poster/poster_big.png

12.1.2. Neural Networks

• https://www.youtube.com/watch?v=oYbVFhK_olY&list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v&index=43

12.1.3. Understanding the Bias-Variance Tradeoff

• http://scott.fortmann-roe.com/docs/BiasVariance.html

12.1.4. Bayes

• http://pyvideo.org/pycon-us-2017/bayesian-statistical-analysis-with-python.html

• https://github.com/ericmjl/bayesian-stats-talk/blob/master/slides.ipynb

12.1.5. PyMC3

• https://www.youtube.com/watch?v=5TyvJ6jXHYE

12.1.6. Inne

• UCI Machine Learning Repository http://www.ics.uci.edu/~mlearn/MLRepository

• David W. Aha: Machine Learning Page http://www.aic.nrl.navy.mil/~aha/research/machine-learning.html

• ML Online Net Info http://id001.wkap.nl/mach/ml_links.htm

• MLnet Machine Learning Archive at GMD http://www.gmd.de/ml-archive (Informacje o ML konferencjach, badaniach, nauczaniu, software, zbiorach danych, itp.)

• Machine Learning Repositories http://www.cs.cmu.edu/afs/cs.cmu.edu/project/ai-repository/ai/html/other/learning.html

• Machine Learning textbook http://www.cs.cmu.edu/~tom/mlbook.html

• SWI/IFIP Machine Learning Education http://www.swi.psy.uva.nl/mlteach/index.html

• The MLnet-Machine Learning Archive at GMD http://www.gmd.de/ml-archive/frames/MLnet/teaching/teaching-frames.html

• Pawel Cichosz--Machine Learning Page http://ijon.acn.waw.pl/~pawel/ml.html

• Systemy uczące się http://ijon.acn.waw.pl/~pawel/SU/su.html

• prof. Wodzisław Duch Home page http://www.phys.uni.torun.pl/~duch/

• Machine Learning Journal http://www.cs.cmu.edu:8001/afs/cs.cmu.edu/user/mitchell/ftp/mlj.html

• Journal of Artificial Intelligence Research http://www.cs.washington.edu/research/jair/home.html

• Stuttgart Neural Network Simulator http://www-ra.informatik.uni-tuebingen.de/SNNS/

• Network of Excellence in Neural Networks http://www.kcl.ac.uk/neuronet/">NeuroNet,

• KDNet: The Knowledge Discovery Network of Excellence http://www.kdnet.org

• KD Mine, Data Mining and Knowledge Discovery Resources Index http://www.kdnuggets.com/

• University of Birmingham, UK Data Mining and Machine Learning Papers http://www.cs.bham.ac.uk/~anp/dm_docs/old_papers.html