typos and suggestions

[andrenguyen]

Figure 6.2: the 4th "high complexity" function figure is not a function because the figure suggests that a particular x value can map to multiple distinct y values.

Section 6.3.2: in the algorithm annotations on page 231, "cat=3" should be "dim=3"

Section 6.6.2: "anything time 0" should be "anything times 0"

Section 6.6.2: "forget fate" -> "forget gate" in the second to last paragraph in that section.

Section 9.0: "GANS" -> "GANs" right before the start of section 9.1.

Section 9.5.1: in the algorithm annotations on page 382 "inear" -> "linear"

Section 9.5.3: "which is now always a possibility" -> "which is not always a possibility"

Section 11.2: in the first figure describing the data: "journxe" -> "journée"

Also in the last paragraph of Section 11.2: "almond" translates to "amande" not "amende". Perhaps a homograph example might be clearer, like "avocat" which means both "lawyer" and "avocado" in French.

In Figure 11.6, it is unclear why there is an arrow from the "z hat" box to the "Attention" box.

Section 12.2.1: "EmbeddingAttentionBad" -> "EmbeddingAttentionBag"

Section 13.1.1: The cats and dogs dataset is no longer downloadable from the link assigned to "data_url_zip" in the code example.

Section 14.3.1: It might be informative to show some additional parameter settings for the Beta distribution. In particular settings for which the distribution might not be U shaped or might be asymmetrical, and when it looks like a Uniform distribution.

There is a random figure on the next to last page in the book. Is this normal?

[andrenguyen]

Chapter 7: PCA should be "Principal component analysis" rather than "Principle component analysis" in the entire chapter