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aima-python
learning.py
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Commits on Nov 14, 2011
Move CountingProbDist to learning.py and use it in NaiveBayesLearner. Make NaiveBayesLearner use target-value frequencies too.
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Commits on Oct 31, 2011
Shortened comment.
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Added code to make a replicated training set.
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Commits on Oct 29, 2011
Added scalar clip function.
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Commits on Oct 28, 2011
Don't compare strings with 'is not'. (Broke things in pypy.) Also show Struct members in sorted order so doctests work in pypy.
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Commits on Oct 25, 2011
Fixed some bugs in AdaBoost.
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Commits on Oct 24, 2011
Probably-saner divide-by-0 handling in AdaBoost.
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Filled in WeightedMajority.
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Commits on Oct 23, 2011
Tweaked information_content().
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274b629
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Tweaked information_gain().
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Fixed typo in untested code.
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Changed NotImplemented to something that actually complains. Lack of this bit me.
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Fixed normalize() to work on []. Added AdaBoost.
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Oops, s/No/False/ as there is no No.
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Tweak: use generator comprehension.
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Use heapq.nsmallest in NearestNeighborLearner.
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Replaced Learner with a functional interface. This is a pretty big change you might especially want to review.
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Extract decision_tree_predict().
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Move distance function into DataSet where users can change it.
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Break information-gain ties randomly too.
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Fixed DataSet doc comments. Added rep-invariant check. DecisionTreeLearner now breaks ties on leaves randomly. NaiveBayesLearner now collects stats only on input fields. Minor cleanup.
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More readable doctest result using .display(). Restored old repr() code.
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Fixed: bools aren't ints in modern Python. (Didn't really matter.)
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Reordered methods top-down.
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Removed unused "return self"
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EnsembleLearner: Removed unused and somewhat dangerous default learners=[].
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NaiveBayesLearner: Fixed doc comment and added an assertion.
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Lined up DataSet params with the documented fields. Documented extra param. Fixed .sanitize() to replace with None (the old code no longer did quite what was documented).
darius
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Stripped trailing whitespace.
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Added Fig. 18.6 as a test.
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Converted learning.py to 3rd edition.
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Commits on Oct 17, 2011
Provisionally dropping support for Python 2.4. Changed some loops to use any() and all().
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Commits on Oct 11, 2011
Started converting to 3rd edition. agents.py converted plus a little extra cleanup.
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Commits on Oct 9, 2011
Reformat to fit in 80 columns.
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Commits on Sep 15, 2011
Moved assignment of self.dataset into train().
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