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Machine learning with Python cookbook : practical solutions from preprocessing to deep learning /
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| Format: | Printed Book |
| Language: | English |
| Published: |
Mumbai :
O'reilly,
2019
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| Edition: | First edition. |
| Subjects: |
Table of 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.