Verwandte Artikel zu Data Science with Python and Dask
Inhaltsangabe
Summary
Dask is a native parallel analytics tool designed to integrate seamlessly with the libraries you're already using, including Pandas, NumPy, and Scikit-Learn. With Dask you can crunch and work with huge datasets, using the tools you already have. And Data Science with Python and Dask is your guide to using Dask for your data projects without changing the way you work!
Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. You'll find registration instructions inside the print book.
About the Technology
An efficient data pipeline means everything for the success of a data science project. Dask is a flexible library for parallel computing in Python that makes it easy to build intuitive workflows for ingesting and analyzing large, distributed datasets. Dask provides dynamic task scheduling and parallel collections that extend the functionality of NumPy, Pandas, and Scikit-learn, enabling users to scale their code from a single laptop to a cluster of hundreds of machines with ease.
About the Book
Data Science with Python and Dask teaches you to build scalable projects that can handle massive datasets. After meeting the Dask framework, you'll analyze data in the NYC Parking Ticket database and use DataFrames to streamline your process. Then, you'll create machine learning models using Dask-ML, build interactive visualizations, and build clusters using AWS and Docker.
What's inside
- Working with large, structured and unstructured datasets
- Visualization with Seaborn and Datashader
- Implementing your own algorithms
- Building distributed apps with Dask Distributed
- Packaging and deploying Dask apps
About the Reader
For data scientists and developers with experience using Python and the PyData stack.
About the Author
Jesse Daniel is an experienced Python developer. He taught Python for Data Science at the University of Denver and leads a team of data scientists at a Denver-based media technology company.
Table of Contents
- Why scalable computing matters
- Introducing Dask
- Introducing Dask DataFrames
- Loading data into DataFrames
- Cleaning and transforming DataFrames
- Summarizing and analyzing DataFrames
- Visualizing DataFrames with Seaborn
- Visualizing location data with Datashader
- Working with Bags and Arrays
- Machine learning with Dask-ML
- Scaling and deploying Dask
PART 1 - The Building Blocks of scalable computing
PART 2 - Working with Structured Data using Dask DataFrames
PART 3 - Extending and deploying Dask
Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.
Über die Autorin bzw. den Autor
Jesse Daniel has five years of experience writing applications in Python, including three years working with in the PyData stack (Pandas, NumPy, SciPy, Scikit-Learn). Jesse joined the faculty of the University of Denver in 2016 as an adjunct professor of business information and analytics, where he currently teaches a Python for Data Science course.
„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.
Neu kaufen
Diesen Artikel anzeigen
EUR 42,16
EUR 5,78 für den Versand von Vereinigtes Königreich nach Deutschland
Versandziele, Kosten & DauerSuchergebnisse für Data Science with Python and Dask
Beispielbild für diese ISBN
Data Science with Python and Dask
Verlag:
Manning (edition First Edition), 2019
ISBN 10: 1617295604
ISBN 13: 9781617295607
Gebraucht
Paperback
Erstausgabe
Anbieter: BooksRun, Philadelphia, PA, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: Fair. First Edition. Ship within 24hrs. Satisfaction 100% guaranteed. APO/FPO addresses supported. Bestandsnummer des Verkäufers 1617295604-7-1
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Data Science with Python and Dask
Verlag:
Manning (edition First Edition), 2019
ISBN 10: 1617295604
ISBN 13: 9781617295607
Gebraucht
Paperback
Erstausgabe
Anbieter: BooksRun, Philadelphia, PA, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: Very Good. First Edition. Ship within 24hrs. Satisfaction 100% guaranteed. APO/FPO addresses supported. Bestandsnummer des Verkäufers 1617295604-8-1
Anzahl: 2 verfügbar
Beispielbild für diese ISBN
Data Science with Python and Dask
Anbieter: ThriftBooks-Dallas, Dallas, TX, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: As New. No Jacket. Pages are clean and are not marred by notes or folds of any kind. ~ ThriftBooks: Read More, Spend Less 1.15. Bestandsnummer des Verkäufers G1617295604I2N00
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Data Science with Python and Dask
Anbieter: ThriftBooks-Dallas, Dallas, TX, USA
Verkäuferbewertung 5 von 5 Sternen
Paperback. Zustand: Very Good. No Jacket. May have limited writing in cover pages. Pages are unmarked. ~ ThriftBooks: Read More, Spend Less 1.15. Bestandsnummer des Verkäufers G1617295604I4N00
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Data Science at Scale with Python and Dask
Anbieter: medimops, Berlin, Deutschland
Verkäuferbewertung 5 von 5 Sternen
Zustand: very good. Gut/Very good: Buch bzw. Schutzumschlag mit wenigen Gebrauchsspuren an Einband, Schutzumschlag oder Seiten. / Describes a book or dust jacket that does show some signs of wear on either the binding, dust jacket or pages. Bestandsnummer des Verkäufers M01617295604-V
Anzahl: 1 verfügbar
Foto des Verkäufers
Data Science with Python and Dask
Anbieter: Goodwill of Greater Milwaukee and Chicago, Racine, WI, USA
Verkäuferbewertung 5 von 5 Sternen
Zustand: good. Book is considered to be in good or better condition. The actual cover image may not match the stock photo. Hard cover books may show signs of wear on the spine, cover or dust jacket. Paperback book may show signs of wear on spine or cover as well as having a slight bend, curve or creasing to it. Book should have minimal to no writing inside and no highlighting. Pages should be free of tears or creasing. Stickers should not be present on cover or elsewhere, and any CD or DVD expected with the book is included. Book is not a former library copy. Bestandsnummer des Verkäufers SEWV.1617295604.G
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
DATA SCIENCE AT SCALE WITH PYTHON & DASK
Anbieter: Speedyhen, London, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
Zustand: NEW. Bestandsnummer des Verkäufers NW9781617295607
Anzahl: 2 verfügbar
Beispielbild für diese ISBN
Data Science at Scale with Python and Dask
Anbieter: PBShop.store UK, Fairford, GLOS, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
PAP. Zustand: New. New Book. Shipped from UK. Established seller since 2000. Bestandsnummer des Verkäufers PB-9781617295607
Anzahl: 15 verfügbar
Foto des Verkäufers
Data Science at Scale with Python and Dask
Anbieter: Rarewaves USA, OSWEGO, IL, USA
Verkäuferbewertung 4 von 5 Sternen
Paperback. Zustand: New. Large datasets tend to be distributed, non-uniform, and prone to change. Dask simplifies the process of ingesting, filtering, and transforming data, reducing or eliminating the need for a heavyweight framework like Spark. Data Science at Scale with Python and Dask teaches readers how to build distributed data projects that can handle huge amounts of data. The book introduces Dask Data Frames and teaches helpful code patterns to streamline the reader's analysis. Key Features Working with large structured datasets Writing DataFrames Cleaningand visualizing DataFrames Machine learning with Dask-ML Working with Bags and Arrays Written for data engineers and scientists with experience using Python. Knowledge of the PyData stack (Pandas, NumPy, and Scikit-learn) will be helpful. No experience with low-level parallelism is required. About the technology Dask is a self-contained, easily extendible library designed to query, stream, filter, and consolidate huge datasets. Jesse Daniel has five years of experience writing applications in Python, including three years working with in the PyData stack (Pandas, NumPy, SciPy, Scikit-Learn). Jesse joined the faculty of the University of Denver in 2016 as an adjunct professor of business information and analytics, where he currently teaches a Python for Data Science course. Bestandsnummer des Verkäufers LU-9781617295607
Anzahl: 10 verfügbar
Foto des Verkäufers
Data Science at Scale with Python and Dask
Anbieter: moluna, Greven, Deutschland
Verkäuferbewertung 5 von 5 Sternen
Zustand: New. SummaryDask is a native parallel analytics tool designed to integrate seamlessly with the libraries you re already using, including Pandas, NumPy, and Scikit-Learn. With Dask you can crunch and work with huge datasets, using the tools you alr. Bestandsnummer des Verkäufers 257185086
Anzahl: 2 verfügbar