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Free Engineering ★ 4.4 13,665 students 1.5 hours

Principal Component Analysis in Python and MATLAB

From Theory to Implementation

Description


Principal Component Analysis (PCA) is an unsupervised learning algorithms and it is mainly used for dimensionality reduction, lossy data compression and feature extraction. It is the mostly used unsupervised learning algorithm in the field of Machine Learning.

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In this video tutorial, after reviewing the theoretical foundations of Principal Component Analysis (PCA), this method is implemented step-by-step in Python and MATLAB. Also, PCA is performed on Iris Dataset and images of hand-written numerical digits, using Scikit-Learn (Python library for Machine Learning) and Statistics Toolbox of MATLAB. Also the projects files are available to download at the end of this post.

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Total Students13665
Duration1.5 hours
LanguageEnglish (US)
Number of lectures9
Number of quizzes0
Total Reviews163
Global Rating4.43
Instructor NameYarpiz Team

Course Insights (for Students)

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Student Satisfaction

86% positive recent sentiment

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Time & Value

  • Est. time: 1.5 hours
  • Practical value: 7/10

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Roadmap Fit

  • Beginner → Beginner → Advanced

Key Takeaways for Learners

  • Hands-on practice
  • Real-world examples
  • Project-based learning
  • Hands On
  • Clear Explanation

Course Review Summary

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What learners praise

  • Hands On
  • Clear Explanation
  • Step By Step
  • Examples
  • Real World

Watch-outs

  • Too fast
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  • Theory only

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Difficulty

Beginner

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Best suited for

New learners starting from zero, Learners who like theory + frameworks

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