Fundamentals of Linear Algebra for Signal Processing

Chapter 1. Fundamental Concepts.- Chapter 2. Eigenvalues, Eigenvectors and Correlation.- Chapter 3. The Singular Value Decomposition(SVD).- Chapter 4. The Quadratic Form.- Chapter 5. Gaussian Elimination and Associated Numerical Issues.- Chapter 6. The QR Decomposition.- Chapter 7. Linear Least Squares Estimation.- Chapter 8. The Rank Deficient Least Squares Problem.- Chapter 9. Regularization.- Chapter 10. Toeplitz Systems.

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• Álgebra
• Processamento de sinais
• Engenharia electrónica
• Matemática para engenheiros
• Aprendizagem mecânica
• Engenharia biomédica

Machine Learning;Engineering Mathematics;Toeplitz Systems;Algebra for Engineers;Signal Processing;Eigenvalues and Eigenvector;Process Control;QR Decomposition;Singular Value Decomposition (SVD);Linear Least Squares Estimation;Quadratic Form