diff --git a/C2W2_GAN_Debiasing_(Optional).ipynb b/C2W2_GAN_Debiasing_(Optional).ipynb
new file mode 100644
index 0000000..98944a3
--- /dev/null
+++ b/C2W2_GAN_Debiasing_(Optional).ipynb
@@ -0,0 +1,521 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "C2W2: GAN Debiasing (Optional).ipynb",
+ "provenance": [],
+ "collapsed_sections": [],
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "1V63oGS63NGk"
+ },
+ "source": [
+ "# Using GANs to augment and de-bias datasets\n",
+ "\n",
+ "*Please note that this is an optional notebook that is meant to introduce more advanced concepts, if you're up for a challenge. So, don't worry if you don't completely follow every step!*\n",
+ "\n",
+ "[*Fair Attribute Classification through Latent Space De-biasing*](https://princetonvisualai.github.io/gan-debiasing/). Vikram V. Ramaswamy, Sunnie S. Y. Kim, Olga Russakovsky. CVPR 2021."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "x8Lvg_dC3Zqo"
+ },
+ "source": [
+ "### Goals\n",
+ "\n",
+ "Fairness in visual recognition is becoming a prominent and critical topic of discussion as recognition systems are deployed at scale in the real world. Models trained from data in which target labels are correlated with protected attributes (i.e. gender, race) are known to learn and perpetuate those correlations. \n",
+ "\n",
+ "In this notebook, you will learn about *Fair Attribute Classification through Latent Space De-biasing* (Ramaswamy et al. 2020) that introduces a method for training accurate target classifiers while mitigating biases that stem from these correlations. Specifically, this work uses GANs to generate realistic-looking images and perturb these images in the underlying latent space to generate training data that is balanced for each protected attribute. They augment the original dataset with this perturbed generated data, and empirically demonstrate that target classifiers trained on the augmented dataset exhibit a number of both quantitative and qualitative benefits. \n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "VkQK-bFQeMuG"
+ },
+ "source": [
+ "## Problem\n",
+ "\n",
+ "Suppose you want to train a visual recognition model that recognizes the presence of an attribute, such as **wearing a hat**. However, in the real world, wearing a hat can be correlated with **wearing glasses**, for example, because people often wear both hats and sunglasses outside and take them off inside. This correlation may be reflected in the training data, and a classifier trained to recognize a hat may rely on the presence of glasses. Consequently, the classifier may fail to recognize a hat in the absence of glasses, and vice versa."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Q6pdA7WS3aso"
+ },
+ "source": [
+ "\n",
+ "![example.png](data:image/png;base64,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)\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "fE7Nrv24eHOt"
+ },
+ "source": [
+ "Ramaswamy et al. propose using a GAN to generate more images with hats but not glasses and images with glasses but not hats, such that **wearing a hat** is de-correlated from **wearing glasses** in the training data, by making perturbations in the latent space. Building on work by [Denton et al. (2019)](https://arxiv.org/abs/1906.06439), which demonstrates a method for learning interpretable image manipulation directions, they propose an improved latent vector perturbation method that allows you to preserve the **wearing a hat** attribute while changing the **wearing glasses** attribute. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "6q9QmWxX3avR"
+ },
+ "source": [
+ "## Perturbing GAN latent vectors\n",
+ "\n",
+ "Suppose a class of problems where a protected attribute is correlated with a target label in the data $\\mathcal{X}$, influencing target label prediction. Let $t$ be the target label (e.g., **wearing a hat**) and $g$ be the protected attribute (e.g., **wearing glasses**) with $t,g\\in\\{-1,1\\}$. To mitigate the effect of unwanted dataset bias, you'd want generate a balanced set of synthetic images $\\mathcal{X_\\textit{syn}}$ where the protected attribute and target label are de-correlated.\n",
+ "\n",
+ "Concretely, let $f_t$ be a function from images to binary labels that approximates the target label $t$, and $f_g$ be a function from images to binary labels that approximates the protected attribute $g$. They learn these classifiers, $f_t$ and $f_g$, in a supervised fashion with the original data $\\mathcal{X}$. The synthetic dataset $\\mathcal{X_\\textit{syn}}$ should have the property that for $\\mathbf{x} \\in \\mathcal{X_\\textit{syn}}$:\n",
+ "\n",
+ "$$P\\left[{f_t}(\\mathbf{x}) = 1 | {f_g}(\\mathbf{x}) = 1 \\right] = P\\left[{f_t}(\\mathbf{x}) =1 \\right],$$\n",
+ "\n",
+ "such that attributes $t$ and $g$ are de-correlated. \n",
+ "\n",
+ "$\\mathcal{X_\\textit{syn}}$ can be generated with GAN trained on $\\mathcal{X}$, whose generator $G$ generates a synthetic image $\\mathbf{x}$ from a random latent vector $\\mathbf{z} \\in \\mathcal{Z}$. Then, ${f_t}(\\mathbf{x})$ and ${f_g}(\\mathbf{x})$ can be trained to assign semantic attribute labels to these images and augment the real-world dataset. However, as the GAN inherits correlations from its training data, a random sampling of $\\mathbf{z}$ will produce a $\\mathcal{X_\\textit{syn}}$ with similar correlations and biases as $\\mathcal{X}$. To get around this, the authors propose a latent vector perturbation method that allows generation of a de-biased $\\mathcal{X_\\textit{syn}}$."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "O3lwKa3W3ax5"
+ },
+ "source": [
+ "![method.png](data:image/png;base64,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)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "s4HzXtCf3a0y"
+ },
+ "source": [
+ "The approach is motivated by the assumption that the latent space is approximately linearly separable in the semantic attributes (Denton et al. 2019). Essentially, this means that it's possible to construct linear functions that map biased $\\mathbf{z}$ vectors to de-biased $\\mathbf{z'}$ vectors by learning hyperplanes that separate the two attributes in latent space.\n",
+ "\n",
+ "To do so, first sample a random set of biased latent vectors $Z \\subseteq \\mathcal{Z}$ and train classifiers $h_t, h_g \\colon \\mathcal{Z} \\rightarrow [-1, 1]$ in the latent space that approximate ${f_t} \\circ G$ and ${f_g} \\circ G$, respectively. In other words, you to learn classifiers such that\n",
+ "\n",
+ "\\begin{align*}\n",
+ " h_t(\\mathbf{z}) &\\triangleq f_t(G(\\mathbf{z})) \\\\\n",
+ " h_g(\\mathbf{z}) &\\triangleq f_g(G(\\mathbf{z}))\n",
+ "\\end{align*}\n",
+ "\n",
+ "Now, you can use your classifiers to map a given a latent vector $\\mathbf{z}$, to a complementary vector $\\mathbf{z}'$ with the same predicted target label, but the opposite predicted protected attribute label.\n",
+ "\n",
+ "\\begin{align*}\n",
+ " h_t(\\mathbf{z}') &\\triangleq h_t(\\mathbf{z}) \\\\\n",
+ " h_g(\\mathbf{z}') &\\triangleq -h_g(\\mathbf{z})\n",
+ "\\end{align*}\n",
+ "\n",
+ "Note that this data generation method is agnostic to the type of classifier used to compute $h$, but following (Denton et al. 2019), you can represent $h_t(\\mathbf{z}) = \\mathbf{w}_t^\\top\\mathbf{z}$ and $h_g(\\mathbf{z}) = \\mathbf{w}_g^\\top\\mathbf{z}$ as linear models for the target and protected attributes with intercepts $b_t$ and $b_g$, respectively. With $\\|\\mathbf{w}_t\\| = \\|\\mathbf{w}_g\\| = 1$ constrained to the hypersphere, there is a closed-form solution for $\\mathbf{z}'$:\n",
+ "\n",
+ "$$\\mathbf{z}' = \\mathbf{z} - 2\\left(\\frac{\\mathbf{w}_g^T \\mathbf{z} +b_g}{1 - (\\mathbf{w}_g^T \\mathbf{w}_t)^2}\\right) \\left(\\mathbf{w}_g - (\\mathbf{w}_g^T \\mathbf{w}_t) \\mathbf{w}_t \\right).$$\n",
+ "\n",
+ "\n",
+ "You now have a sampling process that results in a de-biased synthetic image for every biased synthetic image:\n",
+ "- $\\mathbf{x}=G(\\mathbf{z})$ with target label ${f_t}(G(\\mathbf{z}))$ and protected attribute label ${f_g}(G(\\mathbf{z}))$\n",
+ "- $\\mathbf{x}'=G(\\mathbf{z}')$ with target label ${f_t}(G(\\mathbf{z}))$ and protected attribute label $-{f_g}(G(\\mathbf{w}))$."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "5BQfvRnPvrfe"
+ },
+ "source": [
+ "## Demonstration: How to find $\\mathbf{z}'$ from $\\mathbf{z}$\n",
+ "\n",
+ "This section walks through the proposed latent vector perturbation with a toy example, where latent vectors for each $(t, g)$ group are sampled from slightly different distributions.\n",
+ "\n",
+ "In practice, $\\mathbf{z}$ would be a latent vector sampled from a trained GAN, $t$ would be the target attribute label for $G(\\mathbf{z})$ predicted by $f_t$, and $g$ would be the protected attribute label for $G(\\mathbf{z})$ predicted by $f_g$. Like always, begin by first importing some useful libraries."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "wutEWPNDu9Kl"
+ },
+ "source": [
+ "# Import libraries.\n",
+ "import numpy as np\n",
+ "np.random.seed(123)\n",
+ "from sklearn import svm\n",
+ "import matplotlib.pyplot as plt"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "bMFKLm4kRNda"
+ },
+ "source": [
+ "Next, generate a dataset of $\\mathbf{z}$ noise vectors and label them with whether they exhibit attributes $t$ and/or $g$."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "lH3E0lpZzAfT"
+ },
+ "source": [
+ "# Randomly sample 512-dimensional latent vectors.\n",
+ "z_t0g0 = np.random.normal(0.1, 1, size=(6000, 512)) # contains neither t or g\n",
+ "z_t0g1 = np.random.normal(0.2, 1, size=(1000, 512)) # contains g, but not t \n",
+ "z_t1g0 = np.random.normal(-0.1, 1, size=(1000, 512)) # contains t, but not g\n",
+ "z_t1g1 = np.random.normal(-0.2, 1, size=(2000, 512)) # contains both t and g\n",
+ "\n",
+ "# Stack everything so that all properties can be indexed from the array.\n",
+ "z = np.vstack((z_t0g0, z_t0g1, z_t1g0, z_t1g1))\n",
+ "\n",
+ "# Label the examples with whether they contain t.\n",
+ "t = np.zeros(10000)\n",
+ "t[:7000] = 0\n",
+ "t[7000:] = 1\n",
+ "\n",
+ "# Label the examples with whether they contain g.\n",
+ "g = np.zeros(10000)\n",
+ "g[:6000] = 0\n",
+ "g[6000:7000] = 1\n",
+ "g[7000:8000] = 0\n",
+ "g[8000:] = 1"
+ ],
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 221
+ },
+ "id": "MnrGoi272e_p",
+ "outputId": "79d8236f-0926-4b7b-f2ea-4221ed0db6fa"
+ },
+ "source": [
+ "# Visualize the distribution of the target and protected attributes.\n",
+ "plt.title('Distribution of t and g')\n",
+ "plt.bar(np.arange(2), [np.logical_and(t==0, g==0).sum(), np.logical_and(t==1, g==0).sum()], width=0.3, label='g=0')\n",
+ "plt.bar(np.arange(2)+0.3, [np.logical_and(t==0, g==1).sum(), np.logical_and(t==1, g==1).sum()], width=0.3, label='g=1')\n",
+ "plt.xticks((0.15, 1.15), ('t=0', 't=1'))\n",
+ "plt.legend(loc='best')\n",
+ "plt.show()"
+ ],
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ "