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|a Grus, Joel
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|1 http://viaf.org/viaf/168147905017879090686
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| 245 |
1 |
0 |
|a Data science from scratch :
|b first principles with Python /
|c Joel Grus.
|
| 250 |
|
|
|a First edition.
|
| 264 |
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1 |
|a Sebastopol, CA :
|b O'Reilly Media,
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| 300 |
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|
|
|a Includes index.
|
| 505 |
0 |
|
|a Introduction -- A crash course in Python -- Visualizing data -- Linear algebra -- Statistics -- Probability -- Hypothesis and inference -- Gradient descent -- Getting data -- Working with data -- Machine learning -- k-Nearest neighbors -- Naive bayes -- Simple linear regression -- Multiple regression -- Logistic regression -- Decision trees -- Neural networks -- Clustering -- Natural language processing -- Network analysis -- Recommender systems -- Databases and SQL -- MapReduce -- Go forth and do data science.
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