| Bibliography |
Includes bibliographical references and index. |
| Contents |
The machine learning pipeline -- Fancy tricks with simple numbers -- Text data : flattening, filtering, and chunking -- The effects of feature scaling : from bag-of-words to Tf-Idf -- Categorical variables : counting eggs in the age of robotic chickens -- Dimensionality reduction : squashing the data pancake with PCA -- Nonlinear featurization via K-means model stacking -- Automating the featurizer : image feature extraction and deep learning -- Back to the feature : building an academic paper recommender -- Linear modeling and linear algebra basics. |
| Subject |
Machine learning.
|
|
Data mining.
|
| Addt'l Author |
Casari, Amanda, author.
|
| ISBN |
9781491953242 (paperback) |
|
1491953241 (paperback) |
|
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