Computer systems are really no longer deterministic machines
from:
Introduction to Big Data
September 2015
by University of California, San Diego
https://www.coursera.org/learn/intro-to-big-data
Computer systems are really no longer deterministic machines
from:
Introduction to Big Data
September 2015
by University of California, San Diego
https://www.coursera.org/learn/intro-to-big-data
Deep Learning
Deterministic Neural Networks
Zhirong Wu
http://vision.princeton.edu/courses/COS598/2014sp/slides/lecture05_cnn/lecture05_cnn.pdf
from:
COS598C Spring 2014: Scene Understanding
MIT Technology Review: 10 Breakthrough Technologies 2013
see also:
In the beginning was the code: Juergen Schmidhuber
TEDxUHasselt, 2013
https://www.youtube.com/watch?v=T1Ogwa76yQo
http://en.wikipedia.org/wiki/Deterministic_algorithm
Stochastic neural networds
http://neuron.eng.wayne.edu/tarek/MITbook/chap8/8_3.html
An approach to predicting non-deterministic neural network behavior
2005
http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=1556389&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D1556389
Non-Deterministic Learning Dynamics in Large Neural Networks due to Structural Data Bias (2000)
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.31.9712
Nondeterministic Discretization of Weights Improves Accuracy of Neural Networks
Marcin Wojnarski
https://medium.com/backchannel/the-deep-mind-of-demis-hassabis-156112890d8a
The Python Standard Library > 6. Text Processing Services > re
https://docs.python.org/3.4/library/re.html
Regular expressions HOWTO:
https://docs.python.org/3.4/howto/regex.html
For … science underlying regular expressions (deterministic and non-deterministic finite automata), you can refer to almost any textbook on writing compilers.
Metacharacters are not active inside classes: … '$' is usually a metacharacter, but inside a character class it’s stripped of its special nature.
Perhaps the most important metacharacter is the backslash, \.
Some of the special sequences beginning with '\' represent predefined sets of characters
* doesn’t match the literal character *; instead, it specifies that the previous character can be matched zero or more times, instead of exactly once.
Pay careful attention to the difference between * and +;
match() versus search()
========================================
Regular expressions
http://www.pythonlearn.com/html-008/cfbook012.html
Python Regular Expressions
2012
https://developers.google.com/edu/python/regular-expressions
Christopher Potts emoticons
https://class.coursera.org/nlp/lecture/145
Python: Regular expressions
University of Cambridge
http://www.ucs.cam.ac.uk/docs/course-notes/unix-courses/archived/archived-python-courses/PythonRE/files/PythonRE.pdf
regular123
from:
Natural Language Processing (2013)
University of Columbia
https://class.coursera.org/nlangp-001/wiki/syllabus
see also:
https://franzcalvo.wordpress.com/2014/12/26/classifier-based-methods