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Created using Colab

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udlbook
2024-04-18 16:14:02 -04:00
parent 862ac6e4d3
commit 9b68e6a8e6
1 changed files with 11 additions and 21 deletions
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32
Notebooks/Chap17/17_2_Reparameterization_Trick.ipynb
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@@ -1,18 +1,16 @@
{ {
"cells": [ "cells": [
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"colab_type": "text", "id": "view-in-github",
"id": "view-in-github" "colab_type": "text"
}, },
"source": [ "source": [
"<a href=\"https://colab.research.google.com/github/udlbook/udlbook/blob/main/Notebooks/Chap17/17_2_Reparameterization_Trick.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" "<a href=\"https://colab.research.google.com/github/udlbook/udlbook/blob/main/Notebooks/Chap17/17_2_Reparameterization_Trick.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
] ]
}, },
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "t9vk9Elugvmi" "id": "t9vk9Elugvmi"
@@ -40,7 +38,6 @@
] ]
}, },
{ {
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"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "paLz5RukZP1J" "id": "paLz5RukZP1J"
@@ -114,7 +111,6 @@
] ]
}, },
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "r5Hl2QkimWx9" "id": "r5Hl2QkimWx9"
@@ -139,13 +135,12 @@
"\n", "\n",
"fig,ax = plt.subplots()\n", "fig,ax = plt.subplots()\n",
"ax.plot(phi_vals, expected_vals,'r-')\n", "ax.plot(phi_vals, expected_vals,'r-')\n",
"ax.set_xlabel('Parameter $\\phi$')\n", "ax.set_xlabel(r'Parameter $\\phi$')\n",
"ax.set_ylabel('$\\mathbb{E}_{Pr(x|\\phi)}[f[x]]$')\n", "ax.set_ylabel(r'$\\mathbb{E}_{Pr(x|\\phi)}[f[x]]$')\n",
"plt.show()" "plt.show()"
] ]
}, },
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "zTCykVeWqj_O" "id": "zTCykVeWqj_O"
@@ -253,13 +248,12 @@
"\n", "\n",
"fig,ax = plt.subplots()\n", "fig,ax = plt.subplots()\n",
"ax.plot(phi_vals, deriv_vals,'r-')\n", "ax.plot(phi_vals, deriv_vals,'r-')\n",
"ax.set_xlabel('Parameter $\\phi$')\n", "ax.set_xlabel(r'Parameter $\\phi$')\n",
"ax.set_ylabel('$\\partial/\\partial\\phi\\mathbb{E}_{Pr(x|\\phi)}[f[x]]$')\n", "ax.set_ylabel(r'$\\partial/\\partial\\phi\\mathbb{E}_{Pr(x|\\phi)}[f[x]]$')\n",
"plt.show()" "plt.show()"
] ]
}, },
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "ASu4yKSwAEYI" "id": "ASu4yKSwAEYI"
@@ -269,7 +263,6 @@
] ]
}, },
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "xoFR1wifc8-b" "id": "xoFR1wifc8-b"
@@ -366,13 +359,12 @@
"\n", "\n",
"fig,ax = plt.subplots()\n", "fig,ax = plt.subplots()\n",
"ax.plot(phi_vals, deriv_vals,'r-')\n", "ax.plot(phi_vals, deriv_vals,'r-')\n",
"ax.set_xlabel('Parameter $\\phi$')\n", "ax.set_xlabel(r'Parameter $\\phi$')\n",
"ax.set_ylabel('$\\partial/\\partial\\phi\\mathbb{E}_{Pr(x|\\phi)}[f[x]]$')\n", "ax.set_ylabel(r'$\\partial/\\partial\\phi\\mathbb{E}_{Pr(x|\\phi)}[f[x]]$')\n",
"plt.show()" "plt.show()"
] ]
}, },
{ {
"attachments": {},
"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "1TWBiUC7bQSw" "id": "1TWBiUC7bQSw"
@@ -403,7 +395,6 @@
] ]
}, },
{ {
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"cell_type": "markdown", "cell_type": "markdown",
"metadata": { "metadata": {
"id": "d-0tntSYdKPR" "id": "d-0tntSYdKPR"
@@ -415,9 +406,8 @@
], ],
"metadata": { "metadata": {
"colab": { "colab": {
"authorship_tag": "ABX9TyOxO2/0DTH4n4zhC97qbagY", "provenance": [],
"include_colab_link": true, "include_colab_link": true
"provenance": []
}, },
"kernelspec": { "kernelspec": {
"display_name": "Python 3", "display_name": "Python 3",
@@ -429,4 +419,4 @@
}, },
"nbformat": 4, "nbformat": 4,
"nbformat_minor": 0 "nbformat_minor": 0
} }