Perform an Exploratory Data Analysis

Name: Perform an Exploratory Data Analysis
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Author: OpenClassrooms

МООК

Английский

10 h

Source

From openclassrooms.com

Conditions

Self-paced
Free Access
Fee-based Certificate

More info

2 Sequences
Intermediate Level

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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 (anciennement le Site du Zéro ou SdZ), est un site web qui propose des cours autour de l'informatique, des sciences et de l'entrepreneuriat.

Les cours en ligne peuvent être réalisés aussi bien par l'équipe du site, des professeurs d'universités ou de grandes écoles partenaires que par ses membres.

Aujourd'hui, les cours sont disponibles dans plusieurs format : MOOC (Massive Open Online Course), texte web, e-book, livre et en vidéo. L'entreprise délivre des certifications pour certains cours, dont une reconnue par l'état, en partenariat avec IESA multimédia.

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