Course Summary
In this course, we will explore how to wrangle
data from diverse sources and shape it to enable data-driven applications.
Some data scientists spend the bulk of their time doing this!
Students will learn how to gather and extract data from
widely used data formats. They will learn how to assess the quality of data and
explore best practices for data cleaning. We will also introduce students to
MongoDB, covering the essentials of storing data and the MongoDB query language
together with exploratory analysis using the MongoDB aggregation framework.
This is a great course for those interested in entry-level
data science positions as well as current business/data analysts looking to add
big data to their repertoire, and managers working with data professionals or
looking to leverage big data.
This course is also a
part of our Data Analyst Nano degree.
Why Take This Course?
At the end of the
class, students should be able to:
·
Programmatically extract data stored in common
formats such as csv, Microsoft Excel, JSON, XML and scrape web sites to parse
data from HTML.
·
Audit data for quality (validity, accuracy,
completeness, consistency, and uniformity) and critically assess options for
cleaning data in different contexts.
·
Store, retrieve, and analyze data using MongoDB.
This course concludes with a final project where students
incorporate what they have learned to address a real-world data analysis
problem.
About MongoDB
This course is developed in conjunction with MongoDB, Inc.,
the originator and primary contributor to the open source database MongoDB.
MongoDB is the leading NoSQL database. Designed for how we build and run
applications today, MongoDB empowers organizations to be more agile and
scalable. It enables new types of applications, better customer experience,
faster time to market and lower costs.
See the Technology Requirements for using Udacity.
What Will I Learn?
Projects
Use important skills from data munging to improve Open Street
Maps data for a part of the world that you care about and give back to the
community.
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