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Sinopsis
This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems, from loading data to training models and leveraging neural networks.
Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure that it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context.
Go beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications. You'll find recipes for:
- Vectors, matrices, and arrays
- Working with data from CSV, JSON, SQL, databases, cloud storage, and other sources
- Handling numerical and categorical data, text, images, and dates and times
- Dimensionality reduction using feature extraction or feature selection
- Model evaluation and selection
- Linear and logical regression, trees and forests, and k-nearest neighbors
- Supporting vector machines (SVM), naäve Bayes, clustering, and tree-based models
- Saving, loading, and serving trained models from multiple frameworks
"Sinopsis" puede pertenecer a otra edición de este libro.
Acerca del autor
Kyle Gallatin is a software engineer for machine learning infrastructure with years of experience as a data analyst, data scientist and machine learning engineer. He is also a professional data science mentor, volunteer computer science teacher and frequently publishes articles at the intersection of software engineering and machine learning. Currently, Kyle is a software engineer on the machine learning platform team at Etsy. Chris Albon is the Director of Machine Learning at the Wikimedia Foundation, the non-profit that hosts Wikipedia.
"Sobre este título" puede pertenecer a otra edición de este libro.
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Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
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O'Reilly Media, 2023
ISBN 10: 1098135725
ISBN 13: 9781098135720
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Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning (Paperback or Softback)
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ISBN 10: 1098135725
ISBN 13: 9781098135720
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Machine Learning with Python Cookbook
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Paperback. Condición: New. 2nd. This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems all the way from loading data to training models and leveraging neural networks.Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context. Go beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications.You'll find recipes for:Vectors, matrices, and arraysWorking with data from CSV, JSON, SQL, databases, cloud storage, and other sourcesHandling numerical and categorical data, text, images, and dates and timesDimensionality reduction using feature extraction or feature selectionModel evaluation and selectionLinear and logical regression, trees and forests, and k-nearest neighborsSupport vector machines (SVM), naive Bayes, clustering, and tree-based modelsSaving and loading trained models from multiple frameworks. Nº de ref. del artículo: LU-9781098135720
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Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
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Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
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O'Reilly Media, 2023
ISBN 10: 1098135725
ISBN 13: 9781098135720
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Machine Learning With Python Cookbook : Practical Solutions from Preprocessing to Deep Learning
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