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Matrix Math Research

Research and analysis on matrix operations, linear algebra performance, and dimensionality reduction techniques.

PCA Visualizer

Interactive principal component analysis with dimension reduction. Visualize how PCA transforms high-dimensional data into lower dimensions.

NumPy Matrix Benchmark

Performance benchmarks for matrix operations across different matrix sizes. Compare execution times for multiplication, inversion, and decomposition.

Matrix Operation Complexity

Time and space complexity reference for every common matrix operation. From O(n^2) addition to O(n^3) multiplication and beyond.