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Data science on the Google cloud platform: implementing end-to-end real-time data pipelines: from ingest to machine learning

By: Material type: TextTextPublication details: New Delhi SPD: Shroff Publishers & Dist. Pvt. Ltd 2022Edition: 2ndDescription: xvii, 440p. : illustrations ; 24 cmISBN:
  • 9789355422095
Subject(s): DDC classification:
  • 004.33 LAK-D
Contents:
Making better decisions based on data -- Ingesting data into the cloud -- Creating compelling dashboards -- Streaming data: publication and ingest -- Interactive data exploration -- Bayes classifier on cloud dataproc -- Machine learning: logistic regression on Spark -- Time-windowed aggregate features -- Machine learning classifier using TensorFlow -- Real-time machine learning
Summary: Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build on top of the Google Cloud Platform (GCP). This hands-on guide shows developers entering the data science field how to implement an end-to-end data pipeline, using statistical and machine learning methods and tools on GCP. Over the course of the book, you'll work through a sample business decision by employing a variety of data science approaches. Follow along by implementing these statistical and machine learning solutions in your own project on GCP, and discover how this platform provides a transformative and more collaborative way of doing data scien...
Item type: Books and Monographs List(s) this item appears in: List of New Arrivals (Books)
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Item type Current library Home library Collection Call number Materials specified Status Date due Barcode
Books and Monographs Central Library, NIT Jalandhar General Stacks Central Library, NIT Jalandhar Center for Artificial Intelligence 004.33 LAK-D (Browse shelf(Opens below)) Available 102782
Books and Monographs Central Library, NIT Jalandhar General Stacks Central Library, NIT Jalandhar Center for Artificial Intelligence 004.33 LAK-D (Browse shelf(Opens below)) Available 102783
Books and Monographs Central Library, NIT Jalandhar General Stacks Central Library, NIT Jalandhar Center for Artificial Intelligence 004.33 LAK-D (Browse shelf(Opens below)) Available 102784
Books and Monographs Central Library, NIT Jalandhar General Stacks Central Library, NIT Jalandhar Center for Artificial Intelligence 004.33 LAK-D (Browse shelf(Opens below)) Available 102785
Books and Monographs Central Library, NIT Jalandhar General Stacks Central Library, NIT Jalandhar Center for Artificial Intelligence 004.33 LAK-D (Browse shelf(Opens below)) Available 102786

Making better decisions based on data -- Ingesting data into the cloud -- Creating compelling dashboards -- Streaming data: publication and
ingest -- Interactive data exploration -- Bayes classifier on cloud dataproc -- Machine learning: logistic regression on Spark -- Time-windowed
aggregate features -- Machine learning classifier using TensorFlow -- Real-time machine learning

Learn how easy it is to apply sophisticated statistical and machine learning methods to real-world problems when you build on top of the
Google Cloud Platform (GCP). This hands-on guide shows developers entering the data science field how to implement an end-to-end data
pipeline, using statistical and machine learning methods and tools on GCP. Over the course of the book, you'll work through a sample business
decision by employing a variety of data science approaches. Follow along by implementing these statistical and machine learning solutions in
your own project on GCP, and discover how this platform provides a transformative and more collaborative way of doing data scien...

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