@@ -31,10 +31,9 @@ Libraries that provide a scikit-learn like interface and can be used with scikit
3131- `pylearn2 <http://deeplearning.net/software/pylearn2/ >`_ A deep learning and
3232 neural network library build on theano with scikit-learn like interface.
3333
34- - `lightning <http://www.mblondel.org/lightning/ >`_ fast state-of-the-art linear model solvers (SDCA, AdaGrad, SVRG, SAG, etc...).
34+ - `lightning <http://www.mblondel.org/lightning/ >`_ Fast state-of-the-art linear model solvers (SDCA, AdaGrad, SVRG, SAG, etc...).
3535
36- - `Seqlearn <https://github.com/larsmans/seqlearn >`_ An implementation of
37- linear chain conditional random fields respecting the scikit-learn interface.
36+ - `Seqlearn <https://github.com/larsmans/seqlearn >`_ Sequence classification using HMMs or structured perceptron.
3837
3938- `HMMLearn <https://github.com/hmmlearn/hmmlearn >`_ Implementation of hidden
4039 markov models that was previously part of scikit-learn.
@@ -45,11 +44,11 @@ Libraries that provide a scikit-learn like interface and can be used with scikit
4544- `py-earth <https://github.com/jcrudy/py-earth >`_ Multivariate adaptive regression splines
4645
4746- `sklearn-compiledtrees <https://github.com/ajtulloch/sklearn-compiledtrees/ >`_
48- generate a C++ implementation of the predict function for decision trees (and
47+ Generate a C++ implementation of the predict function for decision trees (and
4948 ensembles) trained by sklearn. Useful for latency-sensitive production
5049 environments.
5150
52- - `lda <https://github.com/ariddell/lda/ >`_: fast implementation of Latent
51+ - `lda <https://github.com/ariddell/lda/ >`_: Fast implementation of Latent
5352 Dirichlet Allocation in Cython.
5453
5554- `Sparse Filtering <https://github.com/jmetzen/sparse-filtering >`_
@@ -67,6 +66,6 @@ Domain Specific Packages
6766- `NiLearn <https://nilearn.github.io/ >`_ Machine learning for neuro-imaging.
6867- `AstroML <http://www.astroml.org/ >`_ Machine learning for astronomy.
6968
70- Sniplets and tidbits
69+ Snippets and tidbits
7170---------------------
7271The `wiki <https://github.com/scikit-learn/scikit-learn/wiki/Third-party-projects-and-code-snippets >`_ has more!
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