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Programming with Python for Data Science

Traverse the data analysis pipeline using advanced visualizations in Python, and make machine learning start working for you.

Self-Paced

Learning Style

Beginner

Difficulty

24 Hours

Course Duration

Course Info

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Traverse the data analysis pipeline using advanced visualizations in Python, and make machine learning start working for you.

Course Information

ABOUT THIS COURSE

This practical course, developed in partnership with Coding Dojo, targets individuals who have introductory level Python programming experience. The course teaches students how to start looking at data with the lens of a data scientist by applying efficient, well-known mining models in order to unearth useful intelligence, using Python, one of the popular languages for Data Scientists. Topics include data visualization, feature importance and selection, dimensionality reduction, clustering, classification and more! All of the data sets used in this course are gathered live-data or inspired by real-world domains that can benefit from machine learning.

Course Objective

  • What machine learning is and the types of problems it is adept to solving
  • How to represent raw data in a manner conducive to deriving valuable information
  • How to use various data visualization techniques
  • How to use principal component analysis and isomap intelligently to simplify your data
  • How to apply supervised learning algorithms to your data, such as random forest and support vector classifier
  • Concepts such as model selection, pipelining, and cross validation

Audience:

  • Data Scientist

Prerequisite:

  • There are no prerequisite required for this course

Outline

More Information

More Information
Brand Microsoft
Subjects App Development, Big Data
Lab Access No
Technology Microsoft
Learning Style Self-Paced Learning
Difficulty Beginner
Course Duration 24 Hours
Language English

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