Advanced Algorithm

Please read Deep learning by Yoshua Bengio Ian Goodfellow ,Aaron Courvill ,chapters 2

and write a summary report

2 Linear Algebra 2.1 Scalars, Vectors, Matrices and Tensors 2.2 Multiplying Matrices and Vectors 2.3 Identity and Inverse Matrices 2.4 Linear Dependence, Span, and Rank 2.5 Norms... 2.6 Special kinds of Matrices and Vectors 2.7 Eigendecomposition .... 2.8 Singular Value Decomposition 2.9 The Moore-Penrose Pseudoinverse 2.10 The Trace Operator 2.11 Determinant... 2.12 Example: Principal Components Analysis 27 27 30 31 32 34 35 37 39 40 41 42 42