diff --git a/doc/pub/week42/html/figures/adagrad.png b/doc/pub/week42/html/figures/adagrad.png
new file mode 100644
index 000000000..97a9cf908
Binary files /dev/null and b/doc/pub/week42/html/figures/adagrad.png differ
diff --git a/doc/pub/week42/html/figures/adam.png b/doc/pub/week42/html/figures/adam.png
new file mode 100644
index 000000000..a3a39f025
Binary files /dev/null and b/doc/pub/week42/html/figures/adam.png differ
diff --git a/doc/pub/week42/html/figures/nn1.pdf b/doc/pub/week42/html/figures/nn1.pdf
new file mode 100644
index 000000000..bebe5cabd
Binary files /dev/null and b/doc/pub/week42/html/figures/nn1.pdf differ
diff --git a/doc/pub/week42/html/figures/nn1.png b/doc/pub/week42/html/figures/nn1.png
new file mode 100644
index 000000000..05c359481
Binary files /dev/null and b/doc/pub/week42/html/figures/nn1.png differ
diff --git a/doc/pub/week42/html/figures/nn2.pdf b/doc/pub/week42/html/figures/nn2.pdf
new file mode 100644
index 000000000..7b62d8ff7
Binary files /dev/null and b/doc/pub/week42/html/figures/nn2.pdf differ
diff --git a/doc/pub/week42/html/figures/nn2.png b/doc/pub/week42/html/figures/nn2.png
new file mode 100644
index 000000000..c402d795b
Binary files /dev/null and b/doc/pub/week42/html/figures/nn2.png differ
diff --git a/doc/pub/week42/html/figures/nns.png b/doc/pub/week42/html/figures/nns.png
new file mode 100644
index 000000000..19e31ef05
Binary files /dev/null and b/doc/pub/week42/html/figures/nns.png differ
diff --git a/doc/pub/week42/html/figures/rmsprop.png b/doc/pub/week42/html/figures/rmsprop.png
new file mode 100644
index 000000000..9f336d033
Binary files /dev/null and b/doc/pub/week42/html/figures/rmsprop.png differ
diff --git a/doc/pub/week42/html/figures/simplenn1.png b/doc/pub/week42/html/figures/simplenn1.png
new file mode 100644
index 000000000..3c87aa3ee
Binary files /dev/null and b/doc/pub/week42/html/figures/simplenn1.png differ
diff --git a/doc/pub/week42/html/figures/simplenn2.png b/doc/pub/week42/html/figures/simplenn2.png
new file mode 100644
index 000000000..2ce83dd53
Binary files /dev/null and b/doc/pub/week42/html/figures/simplenn2.png differ
diff --git a/doc/pub/week42/html/figures/simplenn3.pdf b/doc/pub/week42/html/figures/simplenn3.pdf
new file mode 100644
index 000000000..c27014f4a
Binary files /dev/null and b/doc/pub/week42/html/figures/simplenn3.pdf differ
diff --git a/doc/pub/week42/html/figures/simplenn3.png b/doc/pub/week42/html/figures/simplenn3.png
new file mode 100644
index 000000000..1f1d25c42
Binary files /dev/null and b/doc/pub/week42/html/figures/simplenn3.png differ
diff --git a/doc/pub/week42/html/figures/structure.pdf b/doc/pub/week42/html/figures/structure.pdf
new file mode 100644
index 000000000..d21e6d3d9
Binary files /dev/null and b/doc/pub/week42/html/figures/structure.pdf differ
diff --git a/doc/pub/week42/html/figures/structure.png b/doc/pub/week42/html/figures/structure.png
new file mode 100644
index 000000000..bf82679e3
Binary files /dev/null and b/doc/pub/week42/html/figures/structure.png differ