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Adina Wagner eb4d2457a1 Merge pull request #2 from datalad-datasets/update-book 2 years ago
.datalad aa6c65d1e4 [DATALAD] new dataset 5 years ago
.gitattributes aa6c65d1e4 [DATALAD] new dataset 5 years ago
A.Shashua-Introduction_to_Machine_Learning.pdf 5fcf68461a Update link for A.Shashua-Introduction_to_Machine_Learning.pdf 5 years ago
B.Efron_T.Hastie-Computer_Age_Statistical_Inference.pdf a8ce9e1db9 Update Computer Age Statistical Inference with corrected version (Mar '21) 2 years ago
C.E.Rasmussen_C.K.I.Williams-Gaussian_Processes_for_Machine_Learning.pdf 0bc62304c0 Initial collation 9 years ago
D.Barber-Bayesian_Reasoning_and_Machine_Learning.pdf 0bc62304c0 Initial collation 9 years ago
D.C.C.MacKay-Information_Theory_Inference_and_Learning_Algorithms.pdf 0bc62304c0 Initial collation 9 years ago
D.Michie_D.J.Spiegelhalter-Machine_Learning_Neural_and_Statistical_Classification.pdf 0bc62304c0 Initial collation 9 years ago
G.James_D.Witten_T.Hastie_R.Tibshirani-An_Introduction_to_Statistical_Learning_with_Applications_in_R.pdf a6af193e04 Update An_Introduction_to_Statistical_Learning with new URL to second ed 2 years ago
H.DaumeIII-A_Course_in_Machine_Learning.pdf 7afa3e65d4 updated url to be relaxed (content changed) + removed no longer available online Inductive Logic Programming 8 years ago
N.J.Nilsson-Introduction_to_Machine_Learning.pdf 0bc62304c0 Initial collation 9 years ago
README.md 6a646911d4 Update README after become a DataLad dataset 5 years ago
T.Hastie_R.Tibshirani_J.Friedman-The_Elements_of_Statistical_Learning_Data_Mining_Inference_and_Prediction.pdf 0bc62304c0 Initial collation 9 years ago

README.md

Best Machine Learning Books

This DataLad dataset 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.

If you like any of these books, please consider buying a physical copy to support the authors' work.

Obtain books

With DataLad

datalad install https://github.com/datalad-datasets/machinelearning-books.git
cd machinelearning-books
datalad get *.pdf

With git-annex

git clone https://github.com/datalad-datasets/machinelearning-books.git
cd mlbooks
git annex get *.pdf

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.