- From openclassrooms.com
Perform an Exploratory Data Analysis
Course
en
English
10 h
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- Self-paced
- Free Access
- Fee-based Certificate
- 2 Sequences
- Intermediate Level
Course details
Syllabus
Part 1 - Reduce Dimensions in your Data Using Principal Component Analysis
1. Discover the Principles of Multivariate Exploratory Data Analysis
2. Get to Grips with How Principal Component Analysis Works
3. Carry Out a Principal Component Analysis
4. Analyze the Results
Quiz: Reduce Dimensions in your Data Using Principal Component Analysis
Part 2 - Find Groups in your Data Using K-Means and Hierarchical Clustering Methods
1. Understand How K-means Clustering Works
2. Carry Out a K-Means Clustering
3. Analyze the Results of a K-means Clustering
4. Understand How Hierarchical Clustering Works
5. Carry Out a Hierarchical Clustering
6. Analyze the Results of a Hierarchical Clustering
Certificate
Prerequisite
Mastery of one and two-dimensional descriptive statistics, in particular: the basic terminology used in statistics, the four variable types, how to represent the empirical distribution of a variable, how to find correlations in your data
Familiarity with the notion of vectors
Knowledge in Python - If you are unfamiliar with this programming language, we highly encourage you to take the following courses: Learn Python Basics for Data Analysis and Use Python Libraries for Data Science.
Instructors
Llewelyn Fernandes
Founder of Think Create Learn (@tcreatelearn), helping young people and career changers build skills in data, AI, robotics, and programming.
Editor
OpenClassrooms (formerly Le site du Zéro or SdZ) is a website that offers courses about computer science and entrepreneurship. Online courses can be made both by site staff, professors of universities or colleges partner as by its members.
Today, courses are available in several formats: MOOC (Massive Open Online Course), web text, e-book, book and video. The company delivers certifications for certain courses, including one recognized by the state in partnership with IESA multimedia.
Platform
OpenClassrooms (formerly Le site du Zéro or SdZ) is a website that offers courses about computer science and entrepreneurship. Online courses can be made both by site staff, professors of universities or colleges partner as by its members.
Today, courses are available in several formats: MOOC (Massive Open Online Course), web text, e-book, book and video. The company delivers certifications for certain courses, including one recognized by the state in partnership with IESA multimedia.
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