Prerequisites:
Data Wrangling with MongoDB
Course
Data Scientists spend most of their time cleaning data. In this course, you will learn to convert and manipulate messy data to extract what you need.
Data Scientists spend most of their time cleaning data. In this course, you will learn to convert and manipulate messy data to extract what you need.
Last Updated March 7, 2022
Last Updated March 7, 2022
Prerequisites:
No experience required
Course Lessons
Lesson 1
Data Extraction Fundamentals
Review the fundamentals of tabular data formats CSV and Excel and learn about the JSON format.
Lesson 2
Problem Set: Data Extraction Fundamentals
Gain experience working with .csv files and wrangling JSON.
Lesson 3
Data in More Complex Formats
Start working with XML and learn how to use BeautifulSoup to scrape web pages.
Lesson 4
Problem Set: Data in More Complex Formats
Practice working with XML and parsing HTML with BeautifulSoup.
Lesson 5
Data Quality
Learn about what can make data "dirty" and find out how you can audit your data for quality.
Lesson 6
Problem Set: Data Quality
Practice auditing and cleaning dirty data.
Lesson 7
Working with MongoDB
Find out how to use MongoDB to store and query your data.
Lesson 8
Problem Set: Working with MongoDB
Practice wrangling data and inserting data into MongoDB.
Lesson 9
Analyzing Data
Learn how to create more sophisticated MongoDB queries using pipelines and operators.
Lesson 10
Problem Set: Analyzing Data
Gain experience with MongoDB pipelines and operators.
Lesson 11
Case Study: OpenStreetMap Data
Go through a case study showing how to audit, clean and prepare OpenStreetMap data for insertion into a database.
Taught By The Best
Gundega Dekena
Instructor
Shannon Bradshaw
Instructor
The Udacity Difference
Combine technology training for employees with industry experts, mentors, and projects, for critical thinking that pushes innovation. Our proven upskilling system goes after success—relentlessly.
Demonstrate proficiency with practical projects
Projects are based on real-world scenarios and challenges, allowing you to apply the skills you learn to practical situations, while giving you real hands-on experience.
Gain proven experience
Retain knowledge longer
Apply new skills immediately
Top-tier services to ensure learner success
Reviewers provide timely and constructive feedback on your project submissions, highlighting areas of improvement and offering practical tips to enhance your work.
Get help from subject matter experts
Learn industry best practices
Gain valuable insights and improve your skills
Related Programs
Related Programs
3 weeks
Intermediate
1 month
1 month
Beginner
2 weeks
Intermediate
2 weeks
Intermediate
3 weeks
Intermediate
2 months
1 month
2 weeks
3 weeks
Beginner
4 weeks
Intermediate
4 hours
Beginner
1 month
2 weeks