# Preface

• p.xvii: “prerequesite” -> “prerequisite”

# Chapter 2

• p.12: X-value should be X-value
• p.17: “see why this is rule is” should “see why this rule is”
• p.26: The grey dash-dot ROC curve should connect (0,0) to (0.3,1.0) instead of (0.2,1.0). Otherwise the curves will not have equal area.

# Chapter 3

• p.38: The equality should be \langle w_{t+1}, x_i\rangle = \langle w_t, x_i\rangle + \|x_i\|^2\,. The printed version has a y_i in front of the \|x_i\|^2 term. This is incorrect.

# Chapter 5

• p.95: The final equation on the page should be (X^T X+ \lambda I_d)^{-1} X^T = X^T (X X^T+ \lambda I_n)^{-1}\,. The printed version has X rather than X^T immediately following the equals sign.

# Chapter 6

• p.106: Notation \hat\mu_Z^{(n)} not defined. This is the sample mean of n i.i.d. samples drawn from Z.
• p.116: We claim that all hyperplanes of small norm had low VC dimension. But the hyperplanes have to satisfy y w^T x \geq 1.

# Chapter 7

• p.126: “structure linear maps” should be “structured linear maps”
• p.129: “If \epsilon_t=0 is sufficiently small” should be “If \epsilon_t is sufficiently small”
• p.130: “Jacobian matrix is the n\times m matrix” should be “m\times n matrix”
• p.131: \mathsf{D}_{z_{L}} z_L(v_L)= I should be \mathsf{D}_{z^{(L)}} z^{(L)}(v_L)
• p.135: P^TE Q^T should be PEQ
• p.135: E is not defined. It should be the error matrix E=A-B.

# Chapter 9

• p.179: Some samples shown in the table are not consistent with the data-generating procedure. The rows 1 1 1 and 1 1 0 cannot occur.

# Chapter 11

• p.221: \mathrm{Tr}(Q\Sigma) should be \mathrm{Tr}(M\Sigma)

# Chapter 12

• p.251: V_\star(x) \in [0, (1-\gamma)^{-1}] should be V_\star(x) \in [0, 1]
• p.252: \gamma^k should be \gamma^{i-1}
• p.257: “eigenvalue greater than 0 if t > 0.02” should be “eigenvalue greater than 1 if t > 0.02

# Chapter 14

• p.266: there should be no double quote after “pd”
• p.266: “a eigenvalue” should be “an eigenvalue”
• p.274: \lambda_s should be in the denominator

# Bibliography

• Reference 131: “continous” should be ”continuous”
Last updated: Thu Aug 31 19:21:11 CEST 2023