Build data-intensive applications locally and deploy at scale using the combined powers of Python and Spark 2.0Key Features\[\*\] Learn why and how you can efficiently use Python to process data and build machine learning models in Apache Spark 2.0\[\*\] Develop and deploy efficient, scalable real-time Spark solutions\[\*\] Take your understanding of using Spark with Python to the next level with this jump start guideBook Descript...

Combine the power of Apache Spark and Python to build effective big data applicationsKey FeaturesPerform effective data processing, machine learning, and analytics using PySparkOvercome challenges in developing and deploying Spark solutions using PythonExplore recipes for efficiently combining Python and Apache Spark to process dataBook DescriptionApache Spark is an open source framework for efficient cluster computing with a...

Data is bigger, arrives faster, and comes in a variety of formatsâ??and it all needs to be processed at scale for analytics or machine learning. But how can you process such varied workloads efficiently? Enter Apache Spark.Updated to include Spark 3.0, this second edition shows data engineers and data scientists why structure and unification in Spark matters. Specifically, this book explains how to perform simple and complex data analytics and employ machine learning algorithms. Th...

Ready to simplify the process of building data lakehouses and data pipelines at scale? In this practical guide, learn how Delta Lake is helping data engineers, data scientists, and data analysts overcome key data reliability challenges with modern data engineering and management techniques.Authors Denny Lee, Tristen Wentling, Scott Haines, and Prashanth Babu (with contributions from Delta Lake maintainer R. Tyler Croy) share expert insights on all things Delta Lake--including how t...

Learn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals.Youâ??ll explore the basic operations and common functions of Sparkâ??s structured APIs, as well as Structured Streaming, a new high-level API for building ...

Discover the power of Drools 6 and Business Rules for developing complex scenarios in your applications.Key Features\[\*\] Implement and model different rules using the DRL full syntax\[\*\] Model complex business decisions and domain models in order to automate and improve your operational decisions with the Drools framework\[\*\] A practical, fast-paced, hands-on guide to help you use the different components provided by the Drools Rule Engin...

Leverage the power of Python to clean, scrape, analyze, and visualize your dataAbout This BookClean, format, and explore your data using the popular Python libraries and get valuable insights from itAnalyze big data sets; create attractive visualizations; manipulate and process various data types using NumPy, SciPy, and matplotlib; and morePacked with easy-to-follow examples to develop advanced computational skills for the analys...

Use PySpark to easily crush messy data at-scale and discover proven techniques to create testable, immutable, and easily parallelizable Spark jobsKey FeaturesWork with large amounts of agile data using distributed datasets and in-memory cachingSource data from all popular data hosting platforms, such as HDFS, Hive, JSON, and S3Employ the easy-to-use PySpark API to deploy big data Analytics for productionBook DescriptionApache...

Over 60 practical recipes on data exploration and analysisKey Features\[\] Clean dirty data, extract accurate information, and explore the relationships between variables\[\] Forecast the output of an electric plant and the water flow of American rivers using pandas, NumPy, Statsmodels, and scikit-learn\[\] Find and extract the most important features from your dataset using the most efficient Python librariesBook Description...

Master Amazon Web Services solution delivery and efficiently prepare for the AWS Certified SAA-C03 Exam with this all-in-one study guideThe AWS Certified Solutions Architect Study Guide: Associate (SAA-C03) Exam, 4th Edition comprehensively and effectively prepares you for the challenging SAA-C03 Exam. This Study Guide contains efficient and accurate study tools that will help you succeed on the exam. It offers access to the Sybex online learning environme...

An Introduction to Programming by the Inventor of C++Preparation for Programming in the Real WorldThe book assumes that you aim eventually to write non-trivial programs, whether for work in software development or in some other technical field.Focus on Fundamental Concepts and TechniquesThe book explains fundamental concepts and techniques in greater depth than traditional introductions. This approach will give you a solid foundation for writing useful, corr...

Get ready to ace your AP Computer Science Exam with this easy-to-follow study guide5 Steps to a 5: AP Computer Science introduces an easy to follow, effective 5-step study plan to help you build the skills, knowledge, and test-taking confidence you need to achieve a high score on the exam. This wildly popular test prep guide matches the latest course syllabus and the latest exam. You'll get two full-length practice tests, detailed answers to each question, study ti...