some default

Yaroslav Halchenko 7afa3e65d4 updated url to be relaxed (content changed) + removed no longer available online Inductive Logic Programming преди 8 години
A.Shashua-Introduction_to_Machine_Learning.pdf 0bc62304c0 Initial collation преди 9 години
C.E.Rasmussen_C.K.I.Williams-Gaussian_Processes_for_Machine_Learning.pdf 0bc62304c0 Initial collation преди 9 години
D.Barber-Bayesian_Reasoning_and_Machine_Learning.pdf 0bc62304c0 Initial collation преди 9 години
D.C.C.MacKay-Information_Theory_Inference_and_Learning_Algorithms.pdf 0bc62304c0 Initial collation преди 9 години
D.Michie_D.J.Spiegelhalter-Machine_Learning_Neural_and_Statistical_Classification.pdf 0bc62304c0 Initial collation преди 9 години
G.James_D.Witten_T.Hastie_R.Tibshirani-An_Introduction_to_Statistical_Learning_with_Applications_in_R.pdf 0bc62304c0 Initial collation преди 9 години
H.DaumeIII-A_Course_in_Machine_Learning.pdf 7afa3e65d4 updated url to be relaxed (content changed) + removed no longer available online Inductive Logic Programming преди 8 години
N.J.Nilsson-Introduction_to_Machine_Learning.pdf 0bc62304c0 Initial collation преди 9 години
README.md fbaf8cf678 added README.md преди 9 години
T.Hastie_R.Tibshirani_J.Friedman-The_Elements_of_Statistical_Learning_Data_Mining_Inference_and_Prediction.pdf 0bc62304c0 Initial collation преди 9 години

README.md

Best Machine Learning Books

This git-annex repository collates freely available online books on various sub-fields of Machine Learning. It doesn't physically contain any of them, but rather contains references to original websites, from which you could fetch them using git-annex. For instance

git clone git://github.com/datalad/mlbooks
cd mlbooks
git annex get *.pdf

would fetch all the books available as a .pdf file.

Licenses

Originally inspired by 12 Best Free Ebooks for Machine Learning. Books themselves are available under varying terms. The collection itself is made available under PDDL.