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Apache Spark Programming with Scala for Big Data Solutions

COURSE TYPE

Intermediate

Course Number

1262

Duration

4 Days

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Supercharge your data with Apache Spark, a big data platform well-suited for iterative algorithms required by graph analytics and machine learning. In this training course, you will learn to leverage Spark best practices, develop solutions that run on the Apache Spark platform, and take advantage of Spark’s efficient use of memory and powerful programming model.

You Will Learn How To

  • Develop applications with Spark
  • Work with the libraries for SQL, Streaming, and Machine Learning
  • Map real-world problems to parallel algorithms
  • Build business applications that integrate with Spark

Important Course Information

Requirements:

  • Professional experience in programming at the level of:
  • Three to six months of experience in a object-oriented programming language

Course Outline

  • Introduction to Spark
  • Defining Big Data and Big Computation
  • What is Spark?
  • What are the benefits of Spark?
  • The Challenge of Parallelizing Applications

Scaling-out applications

  • Identifying the performance limitations of a modern CPU
  • Scaling traditional parallel processing models

Designing parallel algorithms

  • Fostering parallelism through functional programming
  • Mapping real-world problems to effective parallel algorithms
  • Defining the Spark Architecture

Parallelizing data structures

  • Partitioning data across the cluster using Resilient Distributed Datasets (RDD) and DataFrames
  • Apportioning task execution across multiple nodes
  • Running applications with the Spark execution model

The anatomy of a Spark cluster

  • Creating resilient and fault-tolerant clusters
  • Achieving scalable distributed storage

Managing the cluster

  • Monitoring and administering Spark applications
  • Visualizing execution plans and results
  • Developing Spark Applications

Selecting the development environment

  • Performing exploratory programming via the Spark shell
  • Building stand-alone Spark applications

Working with the Spark APIs

  • Programming with Scala and other supported languages
  • Building applications with the core APIs
  • Enriching applications with the bundled libraries
  • Manipulating Structured Data with Spark SQL

Querying structured data

  • Processing queries with DataFrames and embedded SQL
  • Extending SQL with User-Defined Functions (UDFs)
  • Exploiting Parquet and JSON formatted data sets

Integrating with external systems

  • Connecting to databases with JDBC
  • Executing Hive queries in external applications
  • Processing Streaming Data in Spark

What is streaming?

  • Implementing sliding window operations
  • Determining state from continuous data
  • Processing simultaneous streams
  • Improving performance and reliability

Streaming data sources

  • Streaming from built-in sources (e.g., log files, Twitter sockets, Kinesis, Kafka)
  • Developing custom receivers
  • Processing with the streaming API and Spark SQL
  • Performing Machine Learning with Spark

Classifying observations

  • Predicting outcomes with supervised learning
  • Building a decision tree classifier

Identifying patterns

  • Grouping data using unsupervised learning
  • Clustering with the k-means method
  • Creating Real-World Applications

Building Spark-based business applications

  • Exposing Spark via a RESTful web service
  • Generating Spark-based dashboards

Spark as a service

  • Cloud vs. on-premises
  • Choosing a service provider (eg, AWS, Azure, Databricks)
  • The Future of Spark
  • Scaling to massive cluster sizes
  • Enhancing security on multi-tenant clusters
  • Tracking the ongoing commercialization of Spark
  • Project Tungsten: pushing performance closer to the limits of modern hardware
  • Working with existing projects powered by Spark
  • Re-architecting Spark for mobile platforms
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Hassle-Free Enrollment: No advance payment required to reserve your seat.
Tuition due 30 days after you attend your course.

In the Classroom

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Tuition — Standard: $2990   Government: $2659

Apr 17 - 20 (4 Days)
9:00 AM - 4:30 PM EDT
Ottawa / Online (AnyWare) Ottawa / Online (AnyWare) Reserve Your Seat

Apache Spark Programming with Scala for Big Data Solutions

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Apr 17 - 20 (4 Days) 9:00 AM - 4:30 PM EDT Ottawa / Online (AnyWare)
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Jun 12 - 15 (4 Days)
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Apache Spark Programming with Scala for Big Data Solutions

Thank you for your interest in this event, but there are no available seats at this time. Please select another date. You may also contact a customer service representative or training advisor about your training needs, from single courses to large enterprise solutions.

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By clicking the GSA box – you certify that you/your firm is eligible to receive discounted price available only to Federal, State and Local Government agencies and eligible Government Contractor(s). Eligible Government Contract(s) must furnish a Letter of Authorizations in accordance with FAR 51.1 within a week of enrollment.

Learning Tree reserves the right, at its sole discretion, to change, modify, add or remove portions of these Terms of Use, at any time. It is your responsibility to ensure that you qualify to receive GSA discounted rate and to provide any Letter of Authorizations issued by the Government. If a letter of authorization is not provided within a week of enrollment – the initial discounted quoted price will revert back to applicable commercial pricing. Please contact your Government Account Coordinator for any questions.

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Jul 24 - 27 (4 Days)
9:00 AM - 4:30 PM EDT
Herndon, VA / Online (AnyWare) Herndon, VA / Online (AnyWare) Reserve Your Seat

Apache Spark Programming with Scala for Big Data Solutions

Thank you for your interest in this event, but there are no available seats at this time. Please select another date. You may also contact a customer service representative or training advisor about your training needs, from single courses to large enterprise solutions.

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Jul 24 - 27 (4 Days) 9:00 AM - 4:30 PM EDT Herndon, VA / Online (AnyWare)
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By clicking the GSA box – you certify that you/your firm is eligible to receive discounted price available only to Federal, State and Local Government agencies and eligible Government Contractor(s). Eligible Government Contract(s) must furnish a Letter of Authorizations in accordance with FAR 51.1 within a week of enrollment.

Learning Tree reserves the right, at its sole discretion, to change, modify, add or remove portions of these Terms of Use, at any time. It is your responsibility to ensure that you qualify to receive GSA discounted rate and to provide any Letter of Authorizations issued by the Government. If a letter of authorization is not provided within a week of enrollment – the initial discounted quoted price will revert back to applicable commercial pricing. Please contact your Government Account Coordinator for any questions.

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Sep 4 - 7 (4 Days)
9:00 AM - 4:30 PM EDT
New York / Online (AnyWare) New York / Online (AnyWare) Reserve Your Seat

Apache Spark Programming with Scala for Big Data Solutions

Thank you for your interest in this event, but there are no available seats at this time. Please select another date. You may also contact a customer service representative or training advisor about your training needs, from single courses to large enterprise solutions.

You have used Passport or Voucher Number for this event. Please contact our Customer Service Representative or Training Advisor and they will work with your payment options.

Sep 4 - 7 (4 Days) 9:00 AM - 4:30 PM EDT New York / Online (AnyWare)
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BY CLICKING THE GSA BOX, YOU AGREE TO THESE TERMS OF USE; IF YOU DO NOT AGREE, LEAVE THAT BOX BLANK TO RECEIVE COMMERCIAL PRICING.

By clicking the GSA box – you certify that you/your firm is eligible to receive discounted price available only to Federal, State and Local Government agencies and eligible Government Contractor(s). Eligible Government Contract(s) must furnish a Letter of Authorizations in accordance with FAR 51.1 within a week of enrollment.

Learning Tree reserves the right, at its sole discretion, to change, modify, add or remove portions of these Terms of Use, at any time. It is your responsibility to ensure that you qualify to receive GSA discounted rate and to provide any Letter of Authorizations issued by the Government. If a letter of authorization is not provided within a week of enrollment – the initial discounted quoted price will revert back to applicable commercial pricing. Please contact your Government Account Coordinator for any questions.

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Oct 16 - 19 (4 Days)
9:00 AM - 4:30 PM EDT
Ottawa / Online (AnyWare) Ottawa / Online (AnyWare) Reserve Your Seat

Apache Spark Programming with Scala for Big Data Solutions

Thank you for your interest in this event, but there are no available seats at this time. Please select another date. You may also contact a customer service representative or training advisor about your training needs, from single courses to large enterprise solutions.

You have used Passport or Voucher Number for this event. Please contact our Customer Service Representative or Training Advisor and they will work with your payment options.

Oct 16 - 19 (4 Days) 9:00 AM - 4:30 PM EDT Ottawa / Online (AnyWare)
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BY CLICKING THE GSA BOX, YOU AGREE TO THESE TERMS OF USE; IF YOU DO NOT AGREE, LEAVE THAT BOX BLANK TO RECEIVE COMMERCIAL PRICING.

By clicking the GSA box – you certify that you/your firm is eligible to receive discounted price available only to Federal, State and Local Government agencies and eligible Government Contractor(s). Eligible Government Contract(s) must furnish a Letter of Authorizations in accordance with FAR 51.1 within a week of enrollment.

Learning Tree reserves the right, at its sole discretion, to change, modify, add or remove portions of these Terms of Use, at any time. It is your responsibility to ensure that you qualify to receive GSA discounted rate and to provide any Letter of Authorizations issued by the Government. If a letter of authorization is not provided within a week of enrollment – the initial discounted quoted price will revert back to applicable commercial pricing. Please contact your Government Account Coordinator for any questions.

Not sure if you qualify? See the ? for details. Terms and Conditions
Price
Pay now -or- pay later
Pay by credit card at checkout
-or- pay later by invoice, as always.

Added to cart

Jan 8 - 11 (4 Days)
9:00 AM - 4:30 PM EST
Herndon, VA / Online (AnyWare) Herndon, VA / Online (AnyWare) Reserve Your Seat

Apache Spark Programming with Scala for Big Data Solutions

Thank you for your interest in this event, but there are no available seats at this time. Please select another date. You may also contact a customer service representative or training advisor about your training needs, from single courses to large enterprise solutions.

You have used Passport or Voucher Number for this event. Please contact our Customer Service Representative or Training Advisor and they will work with your payment options.

Jan 8 - 11 (4 Days) 9:00 AM - 4:30 PM EST Herndon, VA / Online (AnyWare)
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Have a Promo Code?

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BY CLICKING THE GSA BOX, YOU AGREE TO THESE TERMS OF USE; IF YOU DO NOT AGREE, LEAVE THAT BOX BLANK TO RECEIVE COMMERCIAL PRICING.

By clicking the GSA box – you certify that you/your firm is eligible to receive discounted price available only to Federal, State and Local Government agencies and eligible Government Contractor(s). Eligible Government Contract(s) must furnish a Letter of Authorizations in accordance with FAR 51.1 within a week of enrollment.

Learning Tree reserves the right, at its sole discretion, to change, modify, add or remove portions of these Terms of Use, at any time. It is your responsibility to ensure that you qualify to receive GSA discounted rate and to provide any Letter of Authorizations issued by the Government. If a letter of authorization is not provided within a week of enrollment – the initial discounted quoted price will revert back to applicable commercial pricing. Please contact your Government Account Coordinator for any questions.

Not sure if you qualify? See the ? for details. Terms and Conditions
Price
Pay now -or- pay later
Pay by credit card at checkout
-or- pay later by invoice, as always.

Added to cart

Feb 5 - 8 (4 Days)
9:00 AM - 4:30 PM EST
New York / Online (AnyWare) New York / Online (AnyWare) Reserve Your Seat

Apache Spark Programming with Scala for Big Data Solutions

Thank you for your interest in this event, but there are no available seats at this time. Please select another date. You may also contact a customer service representative or training advisor about your training needs, from single courses to large enterprise solutions.

You have used Passport or Voucher Number for this event. Please contact our Customer Service Representative or Training Advisor and they will work with your payment options.

Feb 5 - 8 (4 Days) 9:00 AM - 4:30 PM EST New York / Online (AnyWare)
Please select the quantity Please select the quantity
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Have a Promo Code?

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BY CLICKING THE GSA BOX, YOU AGREE TO THESE TERMS OF USE; IF YOU DO NOT AGREE, LEAVE THAT BOX BLANK TO RECEIVE COMMERCIAL PRICING.

By clicking the GSA box – you certify that you/your firm is eligible to receive discounted price available only to Federal, State and Local Government agencies and eligible Government Contractor(s). Eligible Government Contract(s) must furnish a Letter of Authorizations in accordance with FAR 51.1 within a week of enrollment.

Learning Tree reserves the right, at its sole discretion, to change, modify, add or remove portions of these Terms of Use, at any time. It is your responsibility to ensure that you qualify to receive GSA discounted rate and to provide any Letter of Authorizations issued by the Government. If a letter of authorization is not provided within a week of enrollment – the initial discounted quoted price will revert back to applicable commercial pricing. Please contact your Government Account Coordinator for any questions.

Not sure if you qualify? See the ? for details. Terms and Conditions
Price
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Pay by credit card at checkout
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Tuition

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Standard

$2990

Government

$2659

Private Team Training

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Course Tuition Includes:

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When you return to work, you are entitled to schedule a free coaching session with your instructor for help and guidance as you apply your new skills.

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