Data Modeling Design

New PDF release: Apache Spark for Data Science Cookbook

By Padma Priya Chitturi

Key Features

  • Use Apache Spark for info processing with those hands-on recipes
  • Implement end-to-end, large-scale facts research higher than ever before
  • Work with robust libraries akin to MLLib, SciPy, NumPy, and Pandas to achieve insights out of your data

Book Description

Spark has emerged because the such a lot promising massive info analytics engine for facts technology pros. the real energy and price of Apache Spark lies in its skill to execute facts technology projects with velocity and accuracy. Spark's promoting aspect is that it combines ETL, batch analytics, real-time move research, desktop studying, graph processing, and visualizations. It allows you to take on the complexities that include uncooked unstructured information units with ease.

This advisor gets you cozy and assured appearing info technology projects with Spark. you are going to find out about implementations together with allotted deep studying, numerical computing, and scalable laptop studying. you'll be proven powerful ideas to complicated options in info technological know-how utilizing Spark's info technology libraries comparable to MLLib, Pandas, NumPy, SciPy, and extra. those uncomplicated and effective recipes will help you enforce algorithms and optimize your work.

What you are going to learn

  • Explore the themes of knowledge mining, textual content mining, ordinary Language Processing, info retrieval, and desktop learning.
  • Solve real-world analytical issues of huge info sets.
  • Address info technology demanding situations with analytical instruments on a disbursed procedure like Spark (apt for iterative algorithms), which deals in-memory processing and extra flexibility for facts research at scale.
  • Get hands-on adventure with algorithms like type, regression, and suggestion on genuine datasets utilizing Spark MLLib package.
  • Learn approximately numerical and clinical computing utilizing NumPy and SciPy on Spark.
  • Use Predictive version Markup Language (PMML) in Spark for statistical info mining models.

About the Author

Padma Priya Chitturi is Analytics Lead at Fractal Analytics Pvt Ltd and has over 5 years of expertise in substantial facts processing. at present, she is a part of strength improvement at Fractal and answerable for resolution improvement for analytical difficulties throughout a number of company domain names at huge scale. ahead of this, she labored for an airways product on a real-time processing platform serving a million person requests/sec at Amadeus software program Labs. She has labored on knowing large-scale deep networks (Jeffrey dean's paintings in Google mind) for snapshot type at the mammoth facts platform Spark. She works heavily with sizeable information applied sciences similar to Spark, typhoon, Cassandra and Hadoop. She was once an open resource contributor to Apache Storm.

Table of Contents

  1. Big information Analytics with Spark
  2. Tricky information with Spark
  3. Data research with Spark
  4. Clustering, class, and Regression
  5. Working with Spark MLlib
  6. NLP with Spark
  7. Working with gleaming Water - H2O
  8. Data Visualization with Spark
  9. Deep studying on Spark
  10. Working with SparkR

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Apache Spark for Data Science Cookbook by Padma Priya Chitturi

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