Machine learning with Python cookbook practical solutions from preprocessing to deep learning
Contents: Vectors, matrices, and arrays -- Loading data -- Data wrangling -- Handling numerical data -- Handling categorical data -- Handling text -- Handling dates and times -- Handling images -- Dimensionalit reduction using feature extraction -- Dimensionality reduction using feature selection --...
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Beijing
O'Reilly
April 2018
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| Ausgabe: | first edition |
| Schlagworte: | |
| Online-Zugang: | Ausführliche Beschreibung |
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| Zusammenfassung: | Contents: Vectors, matrices, and arrays -- Loading data -- Data wrangling -- Handling numerical data -- Handling categorical data -- Handling text -- Handling dates and times -- Handling images -- Dimensionalit reduction using feature extraction -- Dimensionality reduction using feature selection -- Model evaluation -- Model selection -- Linear regression -- Trees and forests -- K-nearest neighbors -- Logistic regression -- Support vector machines -- Naive bayes -- Clustering -- Neural networks -- Saving and loading trained models |
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| Beschreibung: | xiii, 349 Seiten Illustrationen, Diagramme |
| ISBN: | 9781491989388 1491989386 |