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HDP Analyst Data Science

  • All levels
  • 18 and older
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  • 462 Seventh Avenue, New York, NY
  • over 3 sessions

Start Dates (0) $2,295/person

No upcoming dates are currently available.

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Class Description

Description

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.

Refund Policy

Cancellation Policy

  • For cancellation notice received more than 16 business days prior to the class date, students may receive either a full refund less 5% cancellation fee or reschedule into another class date.
  • For cancellation notice less than 16 business days prior to the class start date, students will receive a voucher in the amount of the paid tuition to use for the same course up to a six months time frame and will be automatically put onto the wait list of the course of their choice and granted final admission five business days prior to class start day based on enrollment levels.
  • Student substitutions may be made at any time prior to the class start date. The school recommends that students substitutions instead of cancellation.
  • Failure to attend without written notice prior to the class start date will be considered a no show and will result in forfeiture of the full course price.
The school reserves the right to reschedule a course at any time.

Reschedule Policy

  • If a student chooses to reschedule their enrollment more than 29 business days prior to the start of class, we will do so with no penalty.
  • If a student chooses to reschedule less than 29 business days prior to the training start date they will be subject to a reschedule fee. The fee will depend on the class and the timing.

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Sunset Learning Institute

Sunset Learning Institute is a renowned IT training provider that specializes in Cisco hardware. With a consultative approach and a focus on aligning training initiatives with business objectives, they deliver high quality advanced training in Cisco, Microsoft, ITIL, Red Hat, and CompTIA courses.

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Sunset Learning Institute
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