Preliminaries

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Review of linear algebra

3 Vector spaces

5 Euclidean space

6 Real euclidean space

7 Complex euclidean space

9 Linear independence

10 Spanning sets

22 Induced metric

23 Inner products

25 Triangle inequality

26 Cauchy-schwarz inequality

27 Orthogonality

28 Orthonormal bases

29 Expansion coefficients

30 Gram-schmidt

31 Orthogonal compliments

32 Linear transformations

37 Rank plus nullity theorem

The bayesian paradigm

2 The bayesian approach to statistical modeling

3 Elements of bayesian analysis

4 Selecting an informative prior

5 Choosing a prior

6 Conjugate priors

8 Conjugate priors

9 Interplay between data and prior knowledge

10 The multivariate gaussian model

Source: OpenStax, Statistical signal processing. OpenStax CNX. Jun 14, 2004 Download for free at http://cnx.org/content/col10232/1.1

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