HDP Analyst Data Science

HDP Analyst Data Science Course Description

Duration: 3.00 days (24 hours)

This course Provides instruction on the processes and practice of data science, including machine learning and natural language processing. Included are: tools and programming languages (Python, IPython, Mahout, Pig, NumPy, pandas, SciPy, Scikitlearn), the Natural Language Toolkit (NLTK), and Spark MLlib.

Next Class Dates

Mar 6, 2018 – Mar 8, 2018
8:00 AM – 4:00 PM MT
519 8th Avenue, 2nd Floor, New York, NY 10018
New York, NY 10018

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Contact us to customize this class with your own dates, times and location. You can also call 1-888-563-8266 or chat live with a Learning Consultant.

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Intended Audience for this HDP Analyst Data Science Course

  • » Architects, software developers, analysts and data scientists who need to apply data science and machine learning on Hadoop.

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Course Prerequisites for HDP Analyst Data Science

  • » Students must have experience with at least one programming or scripting language, knowledge in statistics and/or mathematics, and a basic understanding of big data and Hadoop principles. Students new to Hadoop are encouraged to attend the HDP Overvi

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HDP Analyst Data Science Course Objectives

  • » Describe the Hadoop and YARN architecture
  • » Describe supervised and unsupervised learning differences
  • » Use Mahout to run a machine learning algorithm on Hadoop
  • » Describe the data science life cycle
  • » Use Pig to transform and prepare data on Hadoop
  • » Write a Python script
  • » Describe options for running Python code on a Hadoop cluster
  • » Write a Pig User-Defined Function in Python
  • » Use Pig streaming on Hadoop with a Python script
  • » Use machine learning algorithms
  • » Describe use cases for Natural Language Processing (NLP)
  • » Use the Natural Language Toolkit (NLTK)
  • » Describe the components of a Spark application
  • » Write a Spark application in Python
  • » Run machine learning algorithms using Spark MLlib
  • » Take data science into production

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HDP Analyst Data Science Course Outline

      1. Labs
        1. Setting Up a Development Environment
          1. Demo: Block Storage
        2. Using HDFS Commands
          1. Demo: MapReduce
        3. Using Apache Mahout for Machine Learning
          1. Demo: Apache Pig
        4. Getting Started with Apache Pig
        5. Exploring Data with Pig
        6. Using the IPython Notebook
          1. Demo: The NumPy Package
          2. Demo: The pandas Library
        7. Data Analysis with Python
        8. Interpolating Data Points
        9. Defining a Pig UDF in Python
        10. Streaming Python with Pig
          1. Demo: Classification with Scikit-Learn
        11. Computing K-Nearest Neighbor
        12. Generating a K-Means Clustering
        13. POS Tagging Using a Decision Tree
        14. Using NLTK for Natural Language Processing
        15. Classifying Text using Naive Bayes
        16. Using Spark Transformations and Actions
        17. Using Spark MLlib
        18. Creating a Spam Classifier with MLlib

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Do you have the right background for HDP Analyst Data Science?

Skills Assessment

We ensure your success by asking all students to take a FREE Skill Assessment test. These short, instructor-written tests are an objective measure of your current skills that help us determine whether or not you will be able to meet your goals by attending this course at your current skill level. If we determine that you need additional preparation or training in order to gain the most value from this course, we will recommend cost-effective solutions that you can use to get ready for the course.

Our required skill-assessments ensure that:

  1. All students in the class are at a comparable skill level, so the class can run smoothly without beginners slowing down the class for everyone else.
  2. NetCom students enjoy one of the industry's highest success rates, and pass rates when a certification exam is involved.
  3. We stay committed to providing you real value. Again, your success is paramount; we will register you only if you have the skills to succeed.
This assessment is for your benefit and best taken without any preparation or reference materials, so your skills can be objectively measured.

Take your FREE Skill Assessment test »

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Award winning, world-class Instructors

Our instructors are passionate at teaching and are experts in their respective fields. Our average NetCom instructor has many, many years of real-world experience and impart their priceless, valuable knowledge to our students every single day. See our world-class instructors.   See more instructors...

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Client Testimonials & Reviews about their Learning Experience

We are passionate in delivering the best learning experience for our students and they are happy to share their learning experience with us.
Read what students had to say about their experience at NetCom.   Read student testimonials...

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