You need to learn the following topics of Linear Algebra:
- Principal Component Analysis (PCA)
- Singular Value Decomposition (SVD)
- Eigen decomposition of a matrix
- LU Decomposition
- QR Decomposition/Factorization,
- Probability Theory and Statistics
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