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HDP Analyst Data Science

at Sunset Learning Institute - Yerba Buena

(6)
Course Details
Price:
$2,295
Start Date:

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Location:
Yerba Buena
33 New Montgomery St Ste 300
Btwn Market & Stevenson Streets
San Francisco, California 94105
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Description
Class Level: All levels
Age Requirements: 18 and older
Average Class Size: 8

What you'll learn in this hadoop training:

This course is designed for students preparing to become familiar with 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, Scikit-learn), the Natural Language Toolkit (NLTK), and Spark MLlib.

Target Audience

Computer science and data analytics students who need to apply data science and machine learning on Hadoop.

Prerequisites

Students must have experience with at least on programming or scripting language, knowledge in statistics and/or mathematics, and a basic understanding of big data and Hadoop principles.

Course Objectives

By the end of class, students will be able to:
  • Recognize use cases for data science 
  • Describe the architecture of Hadoop and YARN 
  • Describe supervised and unsupervised learning differences
  • List the six machine learning tasks 
  • Use Mahout to run a machine learning algorithm on 
  • Hadoop 
  • Use Pig to transform and prepare data on Hadoop 
  • Write a Python script 
  • Use NumPy to analyze big data 
  • Use the data structure classes in the pandas library 
  • Write a Python script that invokes SciPy machine learning
  • 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 
  • Write a Python script that invokes scikit-learn 
  • Use the k-nearest neighbor algorithm to predict values 
  • Run a machine learning algorithm on a distributed data set 
  • Describe use cases for Natural Language Processing (NLP)
  • Perform sentence segmentation on a large body of text 
  • Perform part-of-speech tagging 
  • 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

School Notes:
Important:
All Sunset Learning Institute classes are taught in an instructor-led, live virtual environment. This price includes a facility fee of $300 (except Reston,VA or Denver, CO) to allow you to take it in a classroom-type environment. If you prefer to take the class from home, the $300 fee will be waived and refunded.

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Refund Policy
Refund is 2 weeks prior to class start date.

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Reviews of Classes at Sunset Learning Institute (4)

School: Sunset Learning Institute

Sunset Learning Institute

Sunset Learning Institute exists to provide world-class IT training by delivering exceptional experiences to our customers. Our goal is to help clients optimize their Cisco hardware investment through a consultative approach that allows us to deliver the highest quality advanced training in the marketplace,...

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