https://github.com/vishal815/linear-algebra-and-pca-visualizations-code-and-solved-numerical-notes

Explore Linear Algebra & PCA. Python PCA visualizations for dimensionality reduction. Solved 2x2 & 3x3 matrix problems for practical understanding. Ideal for learners & professionals. Strengthen your math skills today!
https://github.com/vishal815/linear-algebra-and-pca-visualizations-code-and-solved-numerical-notes

analytics data-science dataanalytics datavisualization dimension-reduction dimensionality-reduction eigenvalues eigenvectors linear-algebra macine-learning math matrix numerical-methods pca pca-analysis python stastic stastical-learning vishallazrus visulization

Last synced: about 1 month ago
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Explore Linear Algebra & PCA. Python PCA visualizations for dimensionality reduction. Solved 2x2 & 3x3 matrix problems for practical understanding. Ideal for learners & professionals. Strengthen your math skills today!

• Host: GitHub
• URL: https://github.com/vishal815/linear-algebra-and-pca-visualizations-code-and-solved-numerical-notes
• Owner: vishal815
• Created: 2023-08-29T10:34:34.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-09-01T06:13:00.000Z (over 1 year ago)
• Last Synced: 2025-01-30T20:57:06.454Z (3 months ago)
• Topics: analytics, data-science, dataanalytics, datavisualization, dimension-reduction, dimensionality-reduction, eigenvalues, eigenvectors, linear-algebra, macine-learning, math, matrix, numerical-methods, pca, pca-analysis, python, stastic, stastical-learning, vishallazrus, visulization
• Language: Jupyter Notebook
• Homepage: https://colab.research.google.com/github/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/blob/main/PCA_dimention_reduction.ipynb
• Size: 98.6 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes

Explore Linear Algebra & PCA. Python PCA visualizations for dimensionality reduction. Solved 2x2 & 3x3 matrix problems for practical understanding. Ideal for learners & professionals. Strengthen your math skills today!

## Code link

https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/blob/main/PCA_dimention_reduction.ipynb

![pca](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/713306fa-e59c-4415-97e8-fab7f3ceefd4)

![1660108512262](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/92386d0d-ae4a-4c16-9c23-6ebfa60a2569)

![Algorithmic-steps-of-Principal-Components-Analysis-11](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/da7e4a02-c699-4faf-b736-a1519f3f5f6c)

## 2x2 matrix solved example

![photo1693304579](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/a031c4a7-f4d9-4123-aa8c-0749e5e4296a)

![photo1693304579 (1)](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/685ababe-296d-4220-bc58-f2af903a82e9)

## 3x3 matrix solved example

![photo1693304579 (2)](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/cd07e964-71ac-40f5-8215-458e1dc4f220)

![photo1693304579 (3)](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/7105cba7-4f02-49d1-9d64-ae70fe9d9063)

![photo1693304579 (4)](https://github.com/vishal815/Linear-Algebra-and-PCA-Visualizations-code-and-Solved-Numerical-Notes/assets/83393190/eb8b920f-54ca-400f-9af4-90750e1fcf10)

# Happy learing...😃