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Cloudera Data Science Workbench Training

  • Tuition USD $695
  • Reviews star_rate star_rate star_rate star_rate star_half 486 Ratings
  • Course Code DATASWB-ON
  • Duration 0 hours
  • Available Formats Self Paced

Cloudera Data Science Workbench Training prepares learners to complete data science and machine learning projects using Cloudera Data Science Workbench (CDSW).

Through narrated demonstrations and hands-on exercises, learners achieve proficiency in CDSW and develop the skills required to:

  • Navigate CDSW’s options and interfaces with confidence
  • Create projects in CDSW and collaborate securely with other users and teams
  • Develop and run reproducible Python and R code
  • Customize projects by installing packages and setting environment variables
  • Connect to a secure (Kerberized) Cloudera or Hortonworks cluster
  • Work with large-scale data using Apache Spark 2 with PySpark and sparklyr
  • Perform end-to-end machine learning workflows in CDSW using Python or R (read, inspect, transform, visualize, and model data)
  • Measure, track, and compare machine learning models using CDSW’s Experiments capability
  • Deploy models as REST API endpoints serving predictions using CDSW’s Models capability
  • Work collaboratively using CDSW together with Git

Who Can Benefit

  • This course is designed for learners at organizations using CDSW under an enterprise license or a trial license. The learner must have access to a CDSW environment on a Cloudera or Hortonworks cluster running Apache Spark 2. Some experience with data science using Python or R is helpful but not required. No prior knowledge of Spark or other Hadoop ecosystem tools is required.

Course Details

Overview of CDSW

  • Introduction to CDSW
  • Who Can Use CDSW
  • How to Access CDSW
  • Navigating around CDSW
  • User Settings
  • Hadoop Authentication

Projects in CDSW

  • Creating a New Project
  • Navigating around a Project
  • Project Settings

The CDSW Workbench Interface

  • Using the Workbench
  • Using the Sidebar
  • Using the Code Editor
  • Engines and Sessions

Running Python and R Code in CDSW

  • Running Code
  • Using the Session Prompt
  • Using the Terminal
  • Installing Packages
  • Using Markdown in Comments

Using Apache Spark 2 in CDSW

  • Scenario and Dataset
  • Copying Files to HDFS
  • Interfaces to Apache Spark 2
  • Connecting to Spark
  • Reading Data
  • Inspecting Data

Data Science and Machine Learning in CDSW

  • Transforming Data
  • Using SQL Queries
  • Visualizing Data from Spark
  • Machine Learning with MLlib
  • Session History

Experiments and Models in CDSW

  • Machine Learning Workflow
  • Running Experiments
  • Using Packages in Experiments
  • Deploying Models
  • Calling Models
  • Using Packages in Models

Teams and Collaboration in CDSW

  • Collaboration in CDSW
  • Teams in CDSW
  • Using Git for Collaboration
  • Conclusion

How do I enroll?

A comprehensive listing of ExitCertified courses can be found here. You can register directly for the required course/location when you select "register". If you have any questions or prefer to speak with an ExitCertified education consultant directly, please submit your query here. A representative will contact you shortly.

How do I pay for a class?

You can pay at the time of registration using credit card (Mastercard/Visa/American Express) cheque or PO.

What if I have training credits?

ExitCertified honors all savings programs from the partners we work with. ExitCertified also offers training credits across multiple partners through our FLEX Account.

When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Lunchtime?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

Fantastic and great training. Tons of hands-on labs to really make you understand the material being thought.

Very organized and provides a ton of information both in class and for self study. I highly recommend ExitCertified for AWS training.

Instructions were clear, lab exercises were pertinent and self-explanatory, topic was thoroughly covered in the presented course material.

The instructor was very good. He had a terrific temperament and never seemed to get tired. He was very patient with some of the participants and their lack of experience.

Well-executed course. I had to wait for the last minute to register for the course because of my org – their staff contacted me to ensure that I had a webcam and headset because they wouldn't be able to send me that in time for the start of class the next morning. They overnighted the webcam and headset and it arrived in the afternoon. It was not necessary but very much appreciated! The course was great and the instructor was a pro!

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