Following is an programming assignment on dimensionality reduction and Image Compression using Eigen Value Decomposition and Singular Value Decomposition Dataset_1 contains 2d dataset required for 2d_data.ipynb file. Dataset_2 contains 10d dataset required for 10d_data.ipynb file.
44.jpg is a square image required for image compression on square images whose script is SquareImagesSVD.ipyn. Rect29.jpg is a rectangular image required for image conpression on rectangular image using EVD whose script is RectImageEVD.ipyn.
Please change the path of the image/data folder wherever required.