YoVDO

Intro to Data Science

Offered By: Udacity

Tags

Data Science Courses Big Data Courses Machine Learning Courses Python Courses Statistical Analysis Courses Information Visualization Courses Data Wrangling Courses Data Manipulation Courses MapReduce Courses

Course Description

Overview

The Introduction to Data Science class will survey the foundational topics in data science, namely:

  • Data Manipulation
  • Data Analysis with Statistics and Machine Learning
  • Data Communication with Information Visualization
  • Data at Scale -- Working with Big Data

The class will focus on breadth and present the topics briefly instead of focusing on a single topic in depth. This will give you the opportunity to sample and apply the basic techniques of data science.

This course is also a part of our Data Analyst Nanodegree.


Syllabus

  • Introduction to Data Science
    • Pi-Chaun (Data Scientist @ Google): What is Data Science?,Gabor (Data Scientist @ Twitter): What is Data Science?,Problems solved by data science.
  • Data Wrangling
    • What is Data Wrangling?,Acquiring data.,Common data formats.
  • Data Analysis
    • Statistical rigor.,Kurt (Data Scientist @ Twitter) - Why is Stats Useful?,Introduction to normal distribution.
  • Data Visualization
    • Effective information visualization.,An analysis of Napoleon's invasion of Russia!,Don (Principal Data Scientist @ AT&T): Communicating Findings.
  • MapReduce
    • Introduction to Big Data and MapReduce.,Learn the basics of MapReduce.,Mapper.

Taught by

Dave Holtz

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