rm img/

33a6fb4f · ShusenTang · 9c950736 · 9c950736 · 9c950736 · 9c950736
123 changed file
--- a/img/book-org.svg
+++ b/img/book-org.svg
--- a/img/book_cover.jpg
+++ b/img/book_cover.jpg
--- a/img/cat1.jpg
+++ b/img/cat1.jpg
--- a/img/catdog.jpg
+++ b/img/catdog.jpg
--- a/img/chapter01/1.1_koebel.jpg
+++ b/img/chapter01/1.1_koebel.jpg
--- a/img/chapter02/2.1_jupyter.jpg
+++ b/img/chapter02/2.1_jupyter.jpg
--- a/img/chapter03/3.11_capacity_vs_error.svg
+++ b/img/chapter03/3.11_capacity_vs_error.svg
--- a/img/chapter03/3.11_output1.png
+++ b/img/chapter03/3.11_output1.png
--- a/img/chapter03/3.11_output2.png
+++ b/img/chapter03/3.11_output2.png
--- a/img/chapter03/3.11_output3.png
+++ b/img/chapter03/3.11_output3.png
--- a/img/chapter03/3.12_output1.png
+++ b/img/chapter03/3.12_output1.png
--- a/img/chapter03/3.12_output2.png
+++ b/img/chapter03/3.12_output2.png
--- a/img/chapter03/3.12_output3.png
+++ b/img/chapter03/3.12_output3.png
--- a/img/chapter03/3.12_output4.png
+++ b/img/chapter03/3.12_output4.png
--- a/img/chapter03/3.13_dropout.svg
+++ b/img/chapter03/3.13_dropout.svg
--- a/img/chapter03/3.14_forward.svg
+++ b/img/chapter03/3.14_forward.svg
--- a/img/chapter03/3.16_house_pricing.png
+++ b/img/chapter03/3.16_house_pricing.png
--- a/img/chapter03/3.16_kaggle.png
+++ b/img/chapter03/3.16_kaggle.png
--- a/img/chapter03/3.16_kaggle_submit.png
+++ b/img/chapter03/3.16_kaggle_submit.png
--- a/img/chapter03/3.16_output1.png
+++ b/img/chapter03/3.16_output1.png
--- a/img/chapter03/3.16_output2.png
+++ b/img/chapter03/3.16_output2.png
--- a/img/chapter03/3.16_output3.png
+++ b/img/chapter03/3.16_output3.png
--- a/img/chapter03/3.1_linreg.svg
+++ b/img/chapter03/3.1_linreg.svg
-<?xml version="1.0" encoding="UTF-8"?>
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="149pt" height="69pt" viewBox="0 0 149 69" version="1.1">
-<defs>
-<g>
-<symbol overflow="visible" id="glyph0-0">
-<path style="stroke:none;" d="M 1.125 0 L 1.125 -5.625 L 5.625 -5.625 L 5.625 0 Z M 1.265625 -0.140625 L 5.484375 -0.140625 L 5.484375 -5.484375 L 1.265625 -5.484375 Z M 1.265625 -0.140625 "/>
-</symbol>
-<symbol overflow="visible" id="glyph0-1">
-<path style="stroke:none;" d="M -0.015625 0 L 2.015625 -2.375 L 0.859375 -4.671875 L 1.734375 -4.671875 L 2.125 -3.84375 C 2.269531 -3.53125 2.398438 -3.226562 2.515625 -2.9375 L 3.875 -4.671875 L 4.84375 -4.671875 L 2.875 -2.3125 L 4.0625 0 L 3.171875 0 L 2.71875 -0.953125 C 2.613281 -1.148438 2.5 -1.398438 2.375 -1.703125 L 0.984375 0 Z M -0.015625 0 "/>
-</symbol>
-<symbol overflow="visible" id="glyph0-2">
-<path style="stroke:none;" d="M 0.4375 -1.765625 C 0.4375 -2.679688 0.707031 -3.4375 1.25 -4.03125 C 1.6875 -4.519531 2.265625 -4.765625 2.984375 -4.765625 C 3.546875 -4.765625 4 -4.585938 4.34375 -4.234375 C 4.6875 -3.890625 4.859375 -3.421875 4.859375 -2.828125 C 4.859375 -2.285156 4.75 -1.785156 4.53125 -1.328125 C 4.3125 -0.867188 4.003906 -0.515625 3.609375 -0.265625 C 3.210938 -0.015625 2.789062 0.109375 2.34375 0.109375 C 1.976562 0.109375 1.644531 0.03125 1.34375 -0.125 C 1.050781 -0.28125 0.828125 -0.5 0.671875 -0.78125 C 0.515625 -1.070312 0.4375 -1.398438 0.4375 -1.765625 Z M 1.234375 -1.84375 C 1.234375 -1.40625 1.335938 -1.070312 1.546875 -0.84375 C 1.765625 -0.625 2.035156 -0.515625 2.359375 -0.515625 C 2.523438 -0.515625 2.691406 -0.546875 2.859375 -0.609375 C 3.023438 -0.679688 3.179688 -0.785156 3.328125 -0.921875 C 3.472656 -1.066406 3.59375 -1.226562 3.6875 -1.40625 C 3.789062 -1.582031 3.875 -1.773438 3.9375 -1.984375 C 4.03125 -2.273438 4.078125 -2.554688 4.078125 -2.828125 C 4.078125 -3.242188 3.96875 -3.566406 3.75 -3.796875 C 3.539062 -4.035156 3.273438 -4.15625 2.953125 -4.15625 C 2.703125 -4.15625 2.472656 -4.09375 2.265625 -3.96875 C 2.066406 -3.851562 1.882812 -3.679688 1.71875 -3.453125 C 1.550781 -3.222656 1.425781 -2.957031 1.34375 -2.65625 C 1.269531 -2.351562 1.234375 -2.082031 1.234375 -1.84375 Z M 1.234375 -1.84375 "/>
-</symbol>
-<symbol overflow="visible" id="glyph1-0">
-<path style="stroke:none;" d="M 0.875 0 L 0.875 -4.375 L 4.375 -4.375 L 4.375 0 Z M 0.984375 -0.109375 L 4.265625 -0.109375 L 4.265625 -4.265625 L 0.984375 -4.265625 Z M 0.984375 -0.109375 "/>
-</symbol>
-<symbol overflow="visible" id="glyph1-1">
-<path style="stroke:none;" d="M 1.6875 0 L 2.484375 -3.78125 C 2.140625 -3.507812 1.65625 -3.296875 1.03125 -3.140625 L 1.15625 -3.703125 C 1.457031 -3.828125 1.757812 -3.988281 2.0625 -4.1875 C 2.363281 -4.382812 2.585938 -4.554688 2.734375 -4.703125 C 2.828125 -4.796875 2.914062 -4.90625 3 -5.03125 L 3.359375 -5.03125 L 2.3125 0 Z M 1.6875 0 "/>
-</symbol>
-<symbol overflow="visible" id="glyph1-2">
-<path style="stroke:none;" d="M 0.40625 0 C 0.46875 -0.300781 0.554688 -0.550781 0.671875 -0.75 C 0.785156 -0.945312 0.9375 -1.132812 1.125 -1.3125 C 1.3125 -1.5 1.671875 -1.804688 2.203125 -2.234375 C 2.523438 -2.492188 2.75 -2.6875 2.875 -2.8125 C 3.039062 -2.988281 3.160156 -3.160156 3.234375 -3.328125 C 3.285156 -3.441406 3.3125 -3.566406 3.3125 -3.703125 C 3.3125 -3.929688 3.226562 -4.125 3.0625 -4.28125 C 2.90625 -4.445312 2.707031 -4.53125 2.46875 -4.53125 C 2.238281 -4.53125 2.035156 -4.445312 1.859375 -4.28125 C 1.679688 -4.125 1.554688 -3.863281 1.484375 -3.5 L 0.875 -3.59375 C 0.9375 -4.039062 1.109375 -4.390625 1.390625 -4.640625 C 1.679688 -4.898438 2.039062 -5.03125 2.46875 -5.03125 C 2.75 -5.03125 3.003906 -4.96875 3.234375 -4.84375 C 3.460938 -4.726562 3.632812 -4.5625 3.75 -4.34375 C 3.875 -4.132812 3.9375 -3.914062 3.9375 -3.6875 C 3.9375 -3.351562 3.816406 -3.035156 3.578125 -2.734375 C 3.429688 -2.535156 3.003906 -2.15625 2.296875 -1.59375 C 1.984375 -1.351562 1.753906 -1.15625 1.609375 -1 C 1.460938 -0.84375 1.351562 -0.695312 1.28125 -0.5625 L 3.515625 -0.5625 L 3.390625 0 Z M 0.40625 0 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-0">
-<path style="stroke:none;" d=""/>
-</symbol>
-<symbol overflow="visible" id="glyph2-1">
-<path style="stroke:none;" d="M 2.0625 -4.84375 L 2.0625 -3.515625 L 1.171875 -3.515625 C 1.390625 -4.09375 1.609375 -4.75 1.796875 -5.484375 L 3.53125 -5.484375 L 3.53125 -6.09375 L 1.953125 -6.09375 C 2.03125 -6.453125 2.109375 -6.84375 2.203125 -7.25 L 1.609375 -7.375 C 1.515625 -6.9375 1.4375 -6.5 1.34375 -6.09375 L 0.453125 -6.09375 L 0.453125 -5.484375 L 1.203125 -5.484375 C 1 -4.6875 0.78125 -4 0.515625 -3.46875 L 0.65625 -2.921875 L 2.0625 -2.921875 L 2.0625 -1.578125 C 1.53125 -1.484375 0.984375 -1.390625 0.390625 -1.328125 L 0.46875 -0.6875 C 1.015625 -0.78125 1.546875 -0.859375 2.0625 -0.96875 L 2.0625 0.90625 L 2.65625 0.90625 L 2.65625 -1.09375 L 3.515625 -1.3125 L 3.515625 -1.921875 C 3.25 -1.859375 2.96875 -1.78125 2.65625 -1.703125 L 2.65625 -2.921875 L 3.484375 -2.921875 L 3.484375 -3.515625 L 2.65625 -3.515625 L 2.65625 -4.84375 Z M 4.71875 -5.3125 L 4.71875 -4.78125 L 7.296875 -4.78125 L 7.296875 -5.3125 L 4.71875 -5.3125 C 5.171875 -5.75 5.609375 -6.234375 6.03125 -6.75 C 6.71875 -5.875 7.484375 -5.125 8.328125 -4.515625 L 8.671875 -5.015625 C 7.859375 -5.59375 7.0625 -6.359375 6.265625 -7.328125 L 5.8125 -7.328125 C 5.078125 -6.4375 4.25 -5.640625 3.328125 -4.96875 L 3.6875 -4.421875 C 4.03125 -4.703125 4.375 -5 4.71875 -5.3125 Z M 5.34375 0.84375 C 5.78125 0.84375 6.015625 0.609375 6.015625 0.140625 L 6.015625 -4.0625 L 3.890625 -4.0625 L 3.890625 0.90625 L 4.453125 0.90625 L 4.453125 -0.78125 L 5.46875 -0.78125 L 5.46875 0.03125 C 5.46875 0.21875 5.359375 0.328125 5.171875 0.328125 L 4.765625 0.3125 L 4.90625 0.84375 Z M 4.453125 -1.28125 L 4.453125 -2.140625 L 5.46875 -2.140625 L 5.46875 -1.28125 Z M 4.453125 -2.640625 L 4.453125 -3.53125 L 5.46875 -3.53125 L 5.46875 -2.640625 Z M 6.546875 -3.8125 L 6.546875 -0.578125 L 7.0625 -0.578125 L 7.0625 -3.8125 Z M 7.53125 0.859375 C 7.96875 0.859375 8.1875 0.59375 8.1875 0.078125 L 8.1875 -4.21875 L 7.625 -4.21875 L 7.625 -0.0625 C 7.625 0.1875 7.53125 0.328125 7.328125 0.328125 C 7.109375 0.328125 6.875 0.3125 6.640625 0.28125 L 6.765625 0.859375 Z M 7.53125 0.859375 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-2">
-<path style="stroke:none;" d="M 4.109375 -5.265625 C 3.53125 -2.875 2.28125 -1.03125 0.34375 0.21875 L 0.734375 0.78125 C 2.625 -0.453125 3.875 -2.21875 4.46875 -4.515625 C 4.515625 -4.40625 4.546875 -4.28125 4.609375 -4.125 C 5.53125 -1.75 6.71875 -0.109375 8.1875 0.765625 L 8.59375 0.25 C 7.15625 -0.640625 6.03125 -2.171875 5.1875 -4.3125 C 4.640625 -5.78125 3.953125 -6.796875 3.15625 -7.359375 L 2.625 -7.015625 C 3.1875 -6.59375 3.6875 -6.015625 4.109375 -5.265625 Z M 4.109375 -5.265625 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-3">
-<path style="stroke:none;" d="M 2.921875 -3.90625 L 2.921875 -3.328125 L 7.796875 -3.328125 L 7.796875 -3.90625 Z M 2.28125 -2.4375 L 2.28125 -1.84375 L 4.25 -1.84375 C 3.625 -0.828125 3.09375 -0.203125 2.703125 0.03125 C 2.65625 0.046875 2.625 0.078125 2.5625 0.09375 L 2.703125 0.640625 C 4.40625 0.53125 5.96875 0.375 7.390625 0.1875 C 7.578125 0.40625 7.734375 0.640625 7.890625 0.875 L 8.40625 0.515625 C 8.015625 -0.0625 7.4375 -0.75 6.703125 -1.53125 L 6.21875 -1.234375 C 6.484375 -0.921875 6.75 -0.625 7 -0.328125 C 5.84375 -0.15625 4.671875 -0.03125 3.484375 0.046875 C 3.90625 -0.328125 4.390625 -0.96875 4.9375 -1.84375 L 8.390625 -1.84375 L 8.390625 -2.4375 Z M 7.296875 -6.390625 L 7.296875 -5.34375 L 2 -5.34375 L 2 -6.390625 Z M 2 -4.765625 L 7.921875 -4.765625 L 7.921875 -7 L 1.375 -7 L 1.375 -4.015625 C 1.359375 -2.203125 1.046875 -0.734375 0.421875 0.40625 L 0.890625 0.84375 C 1.625 -0.515625 2 -2.140625 2 -4.015625 Z M 2 -4.765625 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-4">
-<path style="stroke:none;" d="M 6.9375 -4.21875 L 4.828125 -4.21875 L 4.828125 -7.359375 L 4.171875 -7.359375 L 4.171875 -4.21875 L 2.0625 -4.21875 L 2.0625 -6.671875 L 1.40625 -6.671875 L 1.40625 -3.59375 L 4.171875 -3.59375 L 4.171875 -0.28125 L 1.625 -0.28125 L 1.625 -2.75 L 0.96875 -2.75 L 0.96875 0.84375 L 1.625 0.84375 L 1.625 0.328125 L 7.375 0.328125 L 7.375 0.84375 L 8.03125 0.84375 L 8.03125 -2.75 L 7.375 -2.75 L 7.375 -0.28125 L 4.828125 -0.28125 L 4.828125 -3.59375 L 7.59375 -3.59375 L 7.59375 -6.671875 L 6.9375 -6.671875 Z M 6.9375 -4.21875 "/>
-</symbol>
-</g>
-</defs>
-<g id="surface1">
-<path style="fill-rule:nonzero;fill:rgb(69.802856%,85.096741%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 193.765625 74.234375 C 198.746094 79.214844 198.746094 87.285156 193.765625 92.265625 C 188.785156 97.246094 180.714844 97.246094 175.734375 92.265625 C 170.753906 87.285156 170.753906 79.214844 175.734375 74.234375 C 180.714844 69.253906 188.785156 69.253906 193.765625 74.234375 " transform="matrix(1,0,0,1,-105,-28)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-1" x="75.553467" y="57.635498"/>
-</g>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph1-1" x="80.053467" y="59.635498"/>
-</g>
-<path style="fill-rule:nonzero;fill:rgb(69.802856%,85.096741%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 249.265625 74.234375 C 254.246094 79.214844 254.246094 87.285156 249.265625 92.265625 C 244.285156 97.246094 236.214844 97.246094 231.234375 92.265625 C 226.253906 87.285156 226.253906 79.214844 231.234375 74.234375 C 236.214844 69.253906 244.285156 69.253906 249.265625 74.234375 " transform="matrix(1,0,0,1,-105,-28)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-1" x="131.053467" y="57.635498"/>
-</g>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph1-2" x="135.553467" y="59.635498"/>
-</g>
-<path style="fill-rule:nonzero;fill:rgb(39.99939%,74.900818%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 220.515625 32.234375 C 225.496094 37.214844 225.496094 45.285156 220.515625 50.265625 C 215.535156 55.246094 207.464844 55.246094 202.484375 50.265625 C 197.503906 45.285156 197.503906 37.214844 202.484375 32.234375 C 207.464844 27.253906 215.535156 27.253906 220.515625 32.234375 " transform="matrix(1,0,0,1,-105,-28)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-2" x="103.997314" y="16.102783"/>
-</g>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 191.601562 72.492188 L 201.480469 56.984375 " transform="matrix(1,0,0,1,-105,-28)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 203.628906 53.609375 L 201.480469 56.984375 M 200.214844 56.175781 L 203.628906 53.609375 L 202.746094 57.789062 " transform="matrix(1,0,0,1,-105,-28)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 233.046875 72.726562 L 222.035156 56.640625 " transform="matrix(1,0,0,1,-105,-28)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 219.777344 53.339844 L 222.035156 56.640625 M 220.796875 57.488281 L 219.777344 53.339844 L 223.273438 55.792969 " transform="matrix(1,0,0,1,-105,-28)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph2-1" x="5.5" y="58"/>
-  <use xlink:href="#glyph2-2" x="14.5" y="58"/>
-  <use xlink:href="#glyph2-3" x="23.5" y="58"/>
-</g>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph2-1" x="5.5" y="17"/>
-  <use xlink:href="#glyph2-4" x="14.5" y="17"/>
-  <use xlink:href="#glyph2-3" x="23.5" y="17"/>
-</g>
-</g>
-</svg>
--- a/img/chapter03/3.2_output1.png
+++ b/img/chapter03/3.2_output1.png
--- a/img/chapter03/3.4_softmaxreg.svg
+++ b/img/chapter03/3.4_softmaxreg.svg
--- a/img/chapter03/3.5_output1.png
+++ b/img/chapter03/3.5_output1.png
--- a/img/chapter03/3.6_output1.png
+++ b/img/chapter03/3.6_output1.png
--- a/img/chapter03/3.8_mlp.svg
+++ b/img/chapter03/3.8_mlp.svg
--- a/img/chapter03/3.8_relu.png
+++ b/img/chapter03/3.8_relu.png
--- a/img/chapter03/3.8_relu_grad.png
+++ b/img/chapter03/3.8_relu_grad.png
--- a/img/chapter03/3.8_sigmoid.png
+++ b/img/chapter03/3.8_sigmoid.png
--- a/img/chapter03/3.8_sigmoid_grad.png
+++ b/img/chapter03/3.8_sigmoid_grad.png
--- a/img/chapter03/3.8_tanh.png
+++ b/img/chapter03/3.8_tanh.png
--- a/img/chapter03/3.8_tanh_grad.png
+++ b/img/chapter03/3.8_tanh_grad.png
--- a/img/chapter05/5.11_residual-block.svg
+++ b/img/chapter05/5.11_residual-block.svg
--- a/img/chapter05/5.12_densenet.svg
+++ b/img/chapter05/5.12_densenet.svg
-<?xml version="1.0" encoding="UTF-8"?>
-<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="177pt" height="92pt" viewBox="0 0 177 92" version="1.1">
-<defs>
-<g>
-<symbol overflow="visible" id="glyph0-0">
-<path style="stroke:none;" d="M 1.125 0 L 1.125 -5.625 L 5.625 -5.625 L 5.625 0 Z M 1.265625 -0.140625 L 5.484375 -0.140625 L 5.484375 -5.484375 L 1.265625 -5.484375 Z M 1.265625 -0.140625 "/>
-</symbol>
-<symbol overflow="visible" id="glyph0-1">
-<path style="stroke:none;" d="M 0.390625 0 L 1.734375 -6.4375 L 3.734375 -6.4375 C 4.097656 -6.4375 4.367188 -6.425781 4.546875 -6.40625 C 4.828125 -6.351562 5.066406 -6.265625 5.265625 -6.140625 C 5.460938 -6.015625 5.613281 -5.84375 5.71875 -5.625 C 5.832031 -5.40625 5.890625 -5.164062 5.890625 -4.90625 C 5.890625 -4.550781 5.789062 -4.238281 5.59375 -3.96875 C 5.40625 -3.707031 5.109375 -3.503906 4.703125 -3.359375 C 5.054688 -3.242188 5.316406 -3.070312 5.484375 -2.84375 C 5.660156 -2.613281 5.75 -2.347656 5.75 -2.046875 C 5.75 -1.679688 5.644531 -1.335938 5.4375 -1.015625 C 5.238281 -0.691406 4.96875 -0.441406 4.625 -0.265625 C 4.289062 -0.0859375 3.921875 0 3.515625 0 Z M 2.03125 -3.6875 L 3.328125 -3.6875 C 3.953125 -3.6875 4.398438 -3.785156 4.671875 -3.984375 C 4.953125 -4.191406 5.09375 -4.484375 5.09375 -4.859375 C 5.09375 -5.046875 5.046875 -5.203125 4.953125 -5.328125 C 4.867188 -5.460938 4.753906 -5.554688 4.609375 -5.609375 C 4.472656 -5.671875 4.207031 -5.703125 3.8125 -5.703125 L 2.453125 -5.703125 Z M 1.40625 -0.734375 L 2.875 -0.734375 C 3.257812 -0.734375 3.519531 -0.742188 3.65625 -0.765625 C 3.925781 -0.816406 4.144531 -0.894531 4.3125 -1 C 4.488281 -1.113281 4.625 -1.265625 4.71875 -1.453125 C 4.820312 -1.640625 4.875 -1.832031 4.875 -2.03125 C 4.875 -2.332031 4.773438 -2.5625 4.578125 -2.71875 C 4.390625 -2.875 4.03125 -2.953125 3.5 -2.953125 L 1.875 -2.953125 Z M 1.40625 -0.734375 "/>
-</symbol>
-<symbol overflow="visible" id="glyph0-2">
-<path style="stroke:none;" d="M -0.1875 0 L 3.46875 -6.4375 L 4.484375 -6.4375 L 5.546875 0 L 4.71875 0 L 4.40625 -1.859375 L 1.796875 -1.859375 L 0.765625 0 Z M 2.171875 -2.515625 L 4.296875 -2.515625 L 4.046875 -4.140625 C 3.953125 -4.773438 3.894531 -5.304688 3.875 -5.734375 C 3.71875 -5.367188 3.5 -4.929688 3.21875 -4.421875 Z M 2.171875 -2.515625 "/>
-</symbol>
-<symbol overflow="visible" id="glyph1-0">
-<path style="stroke:none;" d="M 4.90625 -7.984375 L 1.21875 -7.984375 L 1.21875 -0.5625 L 4.90625 -0.5625 Z M 5.515625 -8.546875 L 5.515625 -0.015625 L 0.609375 -0.015625 L 0.609375 -8.546875 Z M 5.515625 -8.546875 "/>
-</symbol>
-<symbol overflow="visible" id="glyph1-1">
-<path style="stroke:none;" d="M 4.015625 -3.4375 L 4.015625 -6.078125 L 3.1875 -6.078125 L 3.1875 -3.4375 L 0.578125 -3.4375 L 0.578125 -2.625 L 3.1875 -2.625 L 3.1875 0 L 4.015625 0 L 4.015625 -2.625 L 6.625 -2.625 L 6.625 -3.4375 Z M 4.015625 -3.4375 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-0">
-<path style="stroke:none;" d="M 1.125 0 L 1.125 -5.625 L 5.625 -5.625 L 5.625 0 Z M 1.265625 -0.140625 L 5.484375 -0.140625 L 5.484375 -5.484375 L 1.265625 -5.484375 Z M 1.265625 -0.140625 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-1">
-<path style="stroke:none;" d="M 0.609375 1.78125 L 0.609375 -6.4375 L 2.359375 -6.4375 L 2.359375 -5.78125 L 1.40625 -5.78125 L 1.40625 1.140625 L 2.359375 1.140625 L 2.359375 1.78125 Z M 0.609375 1.78125 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-2">
-<path style="stroke:none;" d=""/>
-</symbol>
-<symbol overflow="visible" id="glyph2-3">
-<path style="stroke:none;" d="M 0.796875 0 L 0.796875 -0.90625 L 1.703125 -0.90625 L 1.703125 0 C 1.703125 0.332031 1.640625 0.597656 1.515625 0.796875 C 1.398438 1.003906 1.21875 1.164062 0.96875 1.28125 L 0.75 0.9375 C 0.914062 0.863281 1.035156 0.753906 1.109375 0.609375 C 1.191406 0.472656 1.238281 0.269531 1.25 0 Z M 0.796875 0 "/>
-</symbol>
-<symbol overflow="visible" id="glyph2-4">
-<path style="stroke:none;" d="M 1.921875 1.78125 L 0.171875 1.78125 L 0.171875 1.140625 L 1.125 1.140625 L 1.125 -5.78125 L 0.171875 -5.78125 L 0.171875 -6.4375 L 1.921875 -6.4375 Z M 1.921875 1.78125 "/>
-</symbol>
-</g>
-</defs>
-<g id="surface1">
-<rect x="0" y="0" width="177" height="92" style="fill:rgb(100%,100%,100%);fill-opacity:1;stroke:none;"/>
-<rect x="0" y="0" width="177" height="92" style="fill:rgb(100%,100%,100%);fill-opacity:1;stroke:none;"/>
-<path style="fill-rule:nonzero;fill:rgb(100%,100%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 103.5 184.5 L 166.5 184.5 L 166.5 202.5 L 103.5 202.5 Z M 103.5 184.5 " transform="matrix(1,0,0,1,-103,-152)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-1" x="28.998535" y="44.352783"/>
-</g>
-<path style="fill-rule:nonzero;fill:rgb(69.802856%,85.096741%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 103.5 225 L 166.5 225 L 166.5 243 L 103.5 243 Z M 103.5 225 " transform="matrix(1,0,0,1,-103,-152)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-2" x="28.998535" y="84.852783"/>
-</g>
-<path style="fill-rule:nonzero;fill:rgb(39.99939%,74.900818%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 140.074219 154.976562 C 142.710938 157.613281 142.710938 161.886719 140.074219 164.523438 C 137.4375 167.160156 133.164062 167.160156 130.527344 164.523438 C 127.894531 161.886719 127.894531 157.613281 130.527344 154.976562 C 133.164062 152.339844 137.4375 152.339844 140.074219 154.976562 " transform="matrix(1,0,0,1,-103,-152)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph1-1" x="28.70195" y="11.582001"/>
-</g>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 135 225 L 135 208.398438 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 135 204.398438 L 135 208.398438 M 133.5 208.398438 L 135 204.398438 L 136.5 208.398438 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 135.082031 184.5 L 135.1875 172.398438 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 135.222656 168.398438 L 135.1875 172.398438 M 133.6875 172.386719 L 135.222656 168.398438 L 136.6875 172.414062 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 135 217.082031 L 172.5 217.082031 C 174.15625 217.082031 175.5 215.738281 175.5 214.082031 L 175.5 162.75 C 175.5 161.09375 174.15625 159.75 172.5 159.75 L 147.953125 159.75 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 143.953125 159.75 L 147.953125 159.75 M 147.953125 161.25 L 143.953125 159.75 L 147.953125 158.25 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill-rule:nonzero;fill:rgb(100%,100%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 207 184.5 L 270 184.5 L 270 202.5 L 207 202.5 Z M 207 184.5 " transform="matrix(1,0,0,1,-103,-152)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-1" x="132.498535" y="44.352783"/>
-</g>
-<path style="fill-rule:nonzero;fill:rgb(69.802856%,85.096741%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 207 225 L 270 225 L 270 243 L 207 243 Z M 207 225 " transform="matrix(1,0,0,1,-103,-152)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph0-2" x="132.498535" y="84.852783"/>
-</g>
-<path style="fill-rule:nonzero;fill:rgb(39.99939%,74.900818%,100%);fill-opacity:1;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 230.707031 153 L 248.242188 153 C 250.316406 153 252 156.023438 252 159.75 C 252 163.476562 250.316406 166.5 248.242188 166.5 L 230.707031 166.5 C 228.632812 166.5 226.949219 163.476562 226.949219 159.75 C 226.949219 156.023438 228.632812 153 230.707031 153 Z M 230.707031 153 " transform="matrix(1,0,0,1,-103,-152)"/>
-<g style="fill:rgb(0%,0%,0%);fill-opacity:1;">
-  <use xlink:href="#glyph2-1" x="130.222779" y="10.602783"/>
-  <use xlink:href="#glyph2-2" x="132.722979" y="10.602783"/>
-  <use xlink:href="#glyph2-3" x="135.223179" y="10.602783"/>
-  <use xlink:href="#glyph2-2" x="137.723379" y="10.602783"/>
-  <use xlink:href="#glyph2-4" x="140.223579" y="10.602783"/>
-</g>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 238.5 225 L 238.5 208.398438 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 238.5 204.398438 L 238.5 208.398438 M 237 208.398438 L 238.5 204.398438 L 240 208.398438 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 238.757812 184.5 L 239.109375 172.398438 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 239.222656 168.398438 L 239.109375 172.398438 M 237.609375 172.355469 L 239.222656 168.398438 L 240.609375 172.441406 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 238.5 216.667969 L 276 216.667969 C 277.65625 216.667969 279 215.324219 279 213.667969 L 279 162.75 C 279 161.09375 277.65625 159.75 276 159.75 L 257.898438 159.75 " transform="matrix(1,0,0,1,-103,-152)"/>
-<path style="fill:none;stroke-width:1;stroke-linecap:butt;stroke-linejoin:miter;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;" d="M 253.898438 159.75 L 257.898438 159.75 M 257.898438 161.25 L 253.898438 159.75 L 257.898438 158.25 " transform="matrix(1,0,0,1,-103,-152)"/>
-</g>
-</svg>
--- a/img/chapter05/5.1_correlation.svg
+++ b/img/chapter05/5.1_correlation.svg
--- a/img/chapter05/5.2_conv_pad.svg
+++ b/img/chapter05/5.2_conv_pad.svg
--- a/img/chapter05/5.2_conv_stride.svg
+++ b/img/chapter05/5.2_conv_stride.svg
--- a/img/chapter05/5.3_conv_1x1.svg
+++ b/img/chapter05/5.3_conv_1x1.svg
--- a/img/chapter05/5.3_conv_multi_in.svg
+++ b/img/chapter05/5.3_conv_multi_in.svg
--- a/img/chapter05/5.4_pooling.svg
+++ b/img/chapter05/5.4_pooling.svg
--- a/img/chapter05/5.5_lenet.png
+++ b/img/chapter05/5.5_lenet.png
--- a/img/chapter05/5.6_alexnet.png
+++ b/img/chapter05/5.6_alexnet.png
--- a/img/chapter05/5.8_nin.svg
+++ b/img/chapter05/5.8_nin.svg
--- a/img/chapter05/5.9_inception.svg
+++ b/img/chapter05/5.9_inception.svg
--- a/img/chapter06/6.10_birnn.svg
+++ b/img/chapter06/6.10_birnn.svg
--- a/img/chapter06/6.2_rnn-train.svg
+++ b/img/chapter06/6.2_rnn-train.svg
--- a/img/chapter06/6.2_rnn.svg
+++ b/img/chapter06/6.2_rnn.svg
--- a/img/chapter06/6.5.png
+++ b/img/chapter06/6.5.png
--- a/img/chapter06/6.6_rnn-bptt.svg
+++ b/img/chapter06/6.6_rnn-bptt.svg
--- a/img/chapter06/6.7_gru_1.svg
+++ b/img/chapter06/6.7_gru_1.svg
--- a/img/chapter06/6.7_gru_2.svg
+++ b/img/chapter06/6.7_gru_2.svg
--- a/img/chapter06/6.7_gru_3.svg
+++ b/img/chapter06/6.7_gru_3.svg
--- a/img/chapter06/6.8_lstm_0.svg
+++ b/img/chapter06/6.8_lstm_0.svg
--- a/img/chapter06/6.8_lstm_1.svg
+++ b/img/chapter06/6.8_lstm_1.svg
--- a/img/chapter06/6.8_lstm_2.svg
+++ b/img/chapter06/6.8_lstm_2.svg
--- a/img/chapter06/6.8_lstm_3.svg
+++ b/img/chapter06/6.8_lstm_3.svg
--- a/img/chapter06/6.9_deep-rnn.svg
+++ b/img/chapter06/6.9_deep-rnn.svg
--- a/img/chapter07/7.1_output1.svg
+++ b/img/chapter07/7.1_output1.svg
--- a/img/chapter07/7.1_output2.svg
+++ b/img/chapter07/7.1_output2.svg
--- a/img/chapter07/7.1_output3.svg
+++ b/img/chapter07/7.1_output3.svg
--- a/img/chapter07/7.2_output1.svg
+++ b/img/chapter07/7.2_output1.svg
--- a/img/chapter07/7.2_output2.svg
+++ b/img/chapter07/7.2_output2.svg
--- a/img/chapter07/7.2_output3.svg
+++ b/img/chapter07/7.2_output3.svg
--- a/img/chapter07/7.2_output4.svg
+++ b/img/chapter07/7.2_output4.svg
--- a/img/chapter07/7.2_output5.svg
+++ b/img/chapter07/7.2_output5.svg
--- a/img/chapter07/7.3_output1.png
+++ b/img/chapter07/7.3_output1.png
--- a/img/chapter07/7.3_output2.png
+++ b/img/chapter07/7.3_output2.png
--- a/img/chapter07/7.3_output3.png
+++ b/img/chapter07/7.3_output3.png
--- a/img/chapter07/7.3_output4.png
+++ b/img/chapter07/7.3_output4.png
--- a/img/chapter07/7.4_output1.png
+++ b/img/chapter07/7.4_output1.png
--- a/img/chapter07/7.4_output2.png
+++ b/img/chapter07/7.4_output2.png
--- a/img/chapter07/7.4_output3.png
+++ b/img/chapter07/7.4_output3.png
--- a/img/chapter07/7.4_output4.png
+++ b/img/chapter07/7.4_output4.png
--- a/img/chapter07/7.4_output5.png
+++ b/img/chapter07/7.4_output5.png
--- a/img/chapter07/7.4_output6.png
+++ b/img/chapter07/7.4_output6.png
--- a/img/chapter07/7.4_output7.png
+++ b/img/chapter07/7.4_output7.png
--- a/img/chapter07/7.4_output8.png
+++ b/img/chapter07/7.4_output8.png
--- a/img/chapter07/7.5_output1.png
+++ b/img/chapter07/7.5_output1.png
--- a/img/chapter07/7.5_output2.png
+++ b/img/chapter07/7.5_output2.png
--- a/img/chapter07/7.5_output3.png
+++ b/img/chapter07/7.5_output3.png
--- a/img/chapter07/7.5_output4.png
+++ b/img/chapter07/7.5_output4.png
--- a/img/chapter07/7.6_output1.png
+++ b/img/chapter07/7.6_output1.png
--- a/img/chapter07/7.6_output2.png
+++ b/img/chapter07/7.6_output2.png
--- a/img/chapter07/7.6_output3.png
+++ b/img/chapter07/7.6_output3.png
--- a/img/chapter07/7.7_output1.png
+++ b/img/chapter07/7.7_output1.png
--- a/img/chapter07/7.7_output2.png
+++ b/img/chapter07/7.7_output2.png
--- a/img/chapter07/7.8_output1.png
+++ b/img/chapter07/7.8_output1.png
--- a/img/chapter07/7.8_output2.png
+++ b/img/chapter07/7.8_output2.png
--- a/img/chapter09/9.1_output1.png
+++ b/img/chapter09/9.1_output1.png
--- a/img/chapter09/9.1_output10.png
+++ b/img/chapter09/9.1_output10.png
--- a/img/chapter09/9.1_output2.png
+++ b/img/chapter09/9.1_output2.png
--- a/img/chapter09/9.1_output3.png
+++ b/img/chapter09/9.1_output3.png
--- a/img/chapter09/9.1_output4.png
+++ b/img/chapter09/9.1_output4.png
--- a/img/chapter09/9.1_output5.png
+++ b/img/chapter09/9.1_output5.png
--- a/img/chapter09/9.1_output6.png
+++ b/img/chapter09/9.1_output6.png
--- a/img/chapter09/9.1_output7.png
+++ b/img/chapter09/9.1_output7.png
--- a/img/chapter09/9.1_output8.png
+++ b/img/chapter09/9.1_output8.png
--- a/img/chapter09/9.1_output9.png
+++ b/img/chapter09/9.1_output9.png
--- a/img/chapter09/9.2_finetune.svg
+++ b/img/chapter09/9.2_finetune.svg
--- a/img/chapter09/9.2_output1.png
+++ b/img/chapter09/9.2_output1.png
--- a/img/chapter09/9.3_output1.png
+++ b/img/chapter09/9.3_output1.png
--- a/img/chapter09/9.3_output2.png
+++ b/img/chapter09/9.3_output2.png
--- a/img/chapter09/9.4_anchor-label.svg
+++ b/img/chapter09/9.4_anchor-label.svg
--- a/img/chapter09/9.4_iou.svg
+++ b/img/chapter09/9.4_iou.svg
--- a/img/chapter09/9.4_output1.png
+++ b/img/chapter09/9.4_output1.png
--- a/img/chapter09/9.4_output2.png
+++ b/img/chapter09/9.4_output2.png
--- a/img/chapter09/9.4_output3.png
+++ b/img/chapter09/9.4_output3.png
--- a/img/chapter09/9.4_output4.png
+++ b/img/chapter09/9.4_output4.png
--- a/img/chapter10/10.10_beam_search.svg
+++ b/img/chapter10/10.10_beam_search.svg
--- a/img/chapter10/10.10_s2s_prob1.svg
+++ b/img/chapter10/10.10_s2s_prob1.svg
--- a/img/chapter10/10.10_s2s_prob2.svg
+++ b/img/chapter10/10.10_s2s_prob2.svg
--- a/img/chapter10/10.11_attention.svg
+++ b/img/chapter10/10.11_attention.svg
--- a/img/chapter10/10.1_cbow.svg
+++ b/img/chapter10/10.1_cbow.svg
--- a/img/chapter10/10.1_skip-gram.svg
+++ b/img/chapter10/10.1_skip-gram.svg
--- a/img/chapter10/10.2_hi-softmax.svg
+++ b/img/chapter10/10.2_hi-softmax.svg
--- a/img/chapter10/10.8_conv1d-2d.svg
+++ b/img/chapter10/10.8_conv1d-2d.svg
--- a/img/chapter10/10.8_conv1d-channel.svg
+++ b/img/chapter10/10.8_conv1d-channel.svg
--- a/img/chapter10/10.8_conv1d.svg
+++ b/img/chapter10/10.8_conv1d.svg
--- a/img/chapter10/10.8_textcnn.svg
+++ b/img/chapter10/10.8_textcnn.svg
--- a/img/chapter10/10.9_seq2seq.svg
+++ b/img/chapter10/10.9_seq2seq.svg
--- a/img/cover.png
+++ b/img/cover.png