Skip to content
Permalink
Browse files

update

  • Loading branch information...
Reza Borhani Reza Borhani
Reza Borhani authored and Reza Borhani committed Apr 10, 2019
1 parent 437d92e commit 82b2e287cd50c99b360b1e0194935f813dbd231c
Showing with 105,744 additions and 7 deletions.
  1. +2 −2 notes/10_Nonlinear_intro/10_3_MultReg.ipynb
  2. +2 −2 notes/10_Nonlinear_intro/10_5_Multiclass.ipynb
  3. +1 −1 notes/7_Linear_multiclass_classification/7_2_OvA.ipynb
  4. +2,196 −0 presentations/10_Nonlinear_intro/10_3_MultReg.ipynb
  5. +14,028 −0 presentations/10_Nonlinear_intro/10_3_MultReg.slides.html
  6. +3,022 −0 presentations/10_Nonlinear_intro/10_5_Multiclass.ipynb
  7. +14,827 −0 presentations/10_Nonlinear_intro/10_5_Multiclass.slides.html
  8. +10,806 −0 presentations/7_Linear_multiclass_classification/7_2_OvA.ipynb
  9. +21,610 −0 presentations/7_Linear_multiclass_classification/7_2_OvA.slides.html
  10. +6,004 −0 presentations/7_Linear_multiclass_classification/7_3_Perceptron.ipynb
  11. +17,430 −0 presentations/7_Linear_multiclass_classification/7_3_Perceptron.slides.html
  12. +203 −0 presentations/revealjs/css/print/paper.css
  13. +172 −0 presentations/revealjs/css/print/pdf.css
  14. +1,387 −0 presentations/revealjs/css/reveal.css
  15. +1,469 −0 presentations/revealjs/css/reveal.scss
  16. +21 −0 presentations/revealjs/css/theme/README.md
  17. +296 −0 presentations/revealjs/css/theme/beige.css
  18. +292 −0 presentations/revealjs/css/theme/black.css
  19. +315 −0 presentations/revealjs/css/theme/blood.css
  20. +298 −0 presentations/revealjs/css/theme/league.css
  21. +296 −0 presentations/revealjs/css/theme/moon.css
  22. +290 −0 presentations/revealjs/css/theme/night.css
  23. +292 −0 presentations/revealjs/css/theme/serif.css
  24. +295 −0 presentations/revealjs/css/theme/simple.css
  25. +299 −0 presentations/revealjs/css/theme/sky.css
  26. +296 −0 presentations/revealjs/css/theme/solarized.css
  27. +39 −0 presentations/revealjs/css/theme/source/beige.scss
  28. +49 −0 presentations/revealjs/css/theme/source/black.scss
  29. +78 −0 presentations/revealjs/css/theme/source/blood.scss
  30. +34 −0 presentations/revealjs/css/theme/source/league.scss
  31. +57 −0 presentations/revealjs/css/theme/source/moon.scss
  32. +34 −0 presentations/revealjs/css/theme/source/night.scss
  33. +35 −0 presentations/revealjs/css/theme/source/serif.scss
  34. +43 −0 presentations/revealjs/css/theme/source/simple.scss
  35. +46 −0 presentations/revealjs/css/theme/source/sky.scss
  36. +63 −0 presentations/revealjs/css/theme/source/solarized.scss
  37. +49 −0 presentations/revealjs/css/theme/source/white.scss
  38. +29 −0 presentations/revealjs/css/theme/template/mixins.scss
  39. +43 −0 presentations/revealjs/css/theme/template/settings.scss
  40. +352 −0 presentations/revealjs/css/theme/template/theme.scss
  41. +292 −0 presentations/revealjs/css/theme/white.css
  42. +5,112 −0 presentations/revealjs/js/reveal.js
  43. +80 −0 presentations/revealjs/lib/css/zenburn.css
  44. +2 −0 presentations/revealjs/lib/font/league-gothic/LICENSE
  45. +10 −0 presentations/revealjs/lib/font/league-gothic/league-gothic.css
  46. BIN presentations/revealjs/lib/font/league-gothic/league-gothic.eot
  47. BIN presentations/revealjs/lib/font/league-gothic/league-gothic.ttf
  48. BIN presentations/revealjs/lib/font/league-gothic/league-gothic.woff
  49. +45 −0 presentations/revealjs/lib/font/source-sans-pro/LICENSE
  50. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-italic.eot
  51. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-italic.ttf
  52. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-italic.woff
  53. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-regular.eot
  54. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-regular.ttf
  55. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-regular.woff
  56. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-semibold.eot
  57. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-semibold.ttf
  58. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-semibold.woff
  59. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-semibolditalic.eot
  60. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-semibolditalic.ttf
  61. BIN presentations/revealjs/lib/font/source-sans-pro/source-sans-pro-semibolditalic.woff
  62. +39 −0 presentations/revealjs/lib/font/source-sans-pro/source-sans-pro.css
  63. +2 −0 presentations/revealjs/lib/js/classList.js
  64. +9 −0 presentations/revealjs/lib/js/head.min.js
  65. +7 −0 presentations/revealjs/lib/js/html5shiv.js
  66. +78 −0 presentations/revealjs/plugin/highlight/highlight.js
  67. +129 −0 presentations/revealjs/plugin/markdown/example.html
  68. +31 −0 presentations/revealjs/plugin/markdown/example.md
  69. +412 −0 presentations/revealjs/plugin/markdown/markdown.js
  70. +6 −0 presentations/revealjs/plugin/markdown/marked.js
  71. +67 −0 presentations/revealjs/plugin/math/math.js
  72. +13 −0 presentations/revealjs/plugin/multiplex/client.js
  73. +64 −0 presentations/revealjs/plugin/multiplex/index.js
  74. +31 −0 presentations/revealjs/plugin/multiplex/master.js
  75. +19 −0 presentations/revealjs/plugin/multiplex/package.json
  76. +65 −0 presentations/revealjs/plugin/notes-server/client.js
  77. +69 −0 presentations/revealjs/plugin/notes-server/index.js
  78. +585 −0 presentations/revealjs/plugin/notes-server/notes.html
  79. +746 −0 presentations/revealjs/plugin/notes/notes.html
  80. +155 −0 presentations/revealjs/plugin/notes/notes.js
  81. +69 −0 presentations/revealjs/plugin/print-pdf/print-pdf.js
  82. +196 −0 presentations/revealjs/plugin/search/search.js
  83. +288 −0 presentations/revealjs/plugin/zoom-js/zoom.js
  84. +10 −2 update.sh → render_post.sh
  85. +13 −0 render_slide.sh
@@ -188,7 +188,7 @@
"we can likewise express all $C$ models together in one singular model as\n",
"\n",
"\\begin{equation}\n",
"\\text{model}\\left(\\mathbf{x},\\Theta\\right) = \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{W} = \\sum_{c=0}^{C-1} \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{w}_c.\n",
"\\text{model}\\left(\\mathbf{x},\\Theta\\right) = \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{W} \n",
"\\end{equation}\n",
"\n",
"This of course is a direct generalization of the original linear model shown in equation (1). Note here that the set $\\Theta$ contains the linear combination weights $\\mathbf{W}$ as well as any parameters internal to our feature transformations. To tune the weights of our joint model we minnimize an appropriate regression cost over the parameters in $\\Theta$ like e.g., the Least Squares\n",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
"version": "3.6.6"
},
"toc": {
"colors": {
@@ -147,7 +147,7 @@
"Precisely as with multi-output regression detailed in Section 10.3.2 we can combine these $C$ models together (using precisely the same notation employed there) as\n",
"\n",
"\\begin{equation}\n",
"\\text{model}\\left(\\mathbf{x},\\Theta\\right) = \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{W} = \\sum_{c=0}^{C-1} \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{w}_c\n",
"\\text{model}\\left(\\mathbf{x},\\Theta\\right) = \\mathring{\\mathbf{f}}_{\\,}^T \\mathbf{W} \n",
"\\end{equation}\n",
"\n",
"where note in particular here $\\Theta$ contains the parameters of all $C$ individual models. "
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
"version": "3.6.6"
},
"toc": {
"colors": {
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
"version": "3.6.6"
},
"toc": {
"colors": {
Oops, something went wrong.

0 comments on commit 82b2e28

Please sign in to comment.
You can’t perform that action at this time.