From 82584a31826fd539d80cd9dc3910d4a9be2d8307 Mon Sep 17 00:00:00 2001 From: "liyuan.xu" Date: Thu, 23 Jan 2025 10:18:42 +0000 Subject: [PATCH] add slides --- tutorial/first_qa.ipynb | 1641 ++++ tutorial/first_qa.slides.html | 8274 +++++++++++++++++++++ tutorial/resources/bayes_model_select.png | Bin 0 -> 27095 bytes 3 files changed, 9915 insertions(+) create mode 100644 tutorial/first_qa.ipynb create mode 100644 tutorial/first_qa.slides.html create mode 100644 tutorial/resources/bayes_model_select.png diff --git a/tutorial/first_qa.ipynb b/tutorial/first_qa.ipynb new file mode 100644 index 0000000..4148da9 --- /dev/null +++ b/tutorial/first_qa.ipynb @@ -0,0 +1,1641 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# QA session (24th Jan 2025)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question from Yusuke-san\n", + "\n", + "Why reasoning in Bayesian Linear Regression does not match with law of expectations?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "\n", + "We made (hidden) assumptions for the data. Specifically,\n", + "\n", + "- $P(w|x, M) = P(w|M)$\n", + "- $P(y^*|x^*, w, x, y, M) = P(y^*|x^*, w, M)$\n", + "\n", + "Details can be found in the spread-sheet" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question from Toshiki \n", + "\n", + "[...] Marginal likelihood indicates the **expected value of the likelihood of the observed data under the posterior distribution given the current parameters**. [...]. However, since this calculation is essentially an interpolation-based computation, I am skeptical about how much we can trust this value.\n", + "\n", + "[...] In the usual context of machine learning, it is common to prepare training and validation data and perform parameter fitting through cross-validation.\n", + "**In Gaussian processes, is it really unnecessary to check the fit to unseen data, not just the marginal likelihood?**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "Marginal likelihood is defined as \n", + "$$ P(y|x, M) = \\int P(y| x, w, M) \\color{red}{P(w|M)} \\mathrm{d}w $$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "It is marginalized with **prior distribution**! Hence there is **no learning here!**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "$$ P(y|x, M) = \\int P(y| x, w, M) \\color{red}{P(w|M)} \\mathrm{d}w $$\n", + "\n", + "Marginal likelihood decreases if:\n", + "- Prior $P(w|M)$ is zero where $P(y|x, w, M)$ is large (**Too simple**)\n", + "- Prior $P(w|M)$ is large where $P(y|x, w, M)$ is small (**Too complex**)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Maxmizing marginal likelihood can adjust your complexity of your model! \n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "(In principle,) we do not need cross-validation. In real-world, we do sometimes..." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question\n", + "\n", + "What is the benefit of the GPflow?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "\n", + "This is the package for GP modeling that Secondmind teams are using. It helps a lot as you see in the Exercises!" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# Silence some annyoing warnings:\n", + "import os\n", + "import warnings\n", + "\n", + "warnings.simplefilter(\"ignore\")\n", + "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n", + "\n", + "# Support for maths\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "\n", + "# Plotting tools\n", + "from matplotlib import pyplot as plt\n", + "# we use the following for plotting figures in jupyter\n", + "%matplotlib inline\n", + "\n", + "# GPflow: Gaussian processes library\n", + "import gpflow" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Exercise 1\n", + "(0) What is the relationship between kernel function $k(x,x')$ and GP $f \\sim \\mathcal{GP}(0, k)$?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "$$Cov(f(x), f(x')) = k(x, x'), \\quad Var(f(x)) = k(x, x)$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Therefore, large kernel value $k(x,x')$ means **$f(x), f(x')$ should take smilar value!** " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(a) What is the effect of the lengthscale parameter on the covariance function?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "> It causes the covariances to be higher between more distant locations in the input domain, i.e. nearby samples from the corresponding Gaussian process will be more likely to be similar as the lengthscale increased." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(b) Change the code used above to plot the covariance function showing the effects of the variance on the covariance function. Comment on the effect." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X = np.linspace(-4.,4.,100)[:, None]\n", + "\n", + "k = gpflow.kernels.RBF()\n", + "\n", + "# List of variances\n", + "vs = [0.1, 1., 10.]\n", + "\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "for v in vs:\n", + " # Set the variance parameter of the kernel\n", + " k.variance.assign(v)\n", + " C = k(X, np.array([[0.]]))\n", + " plt.plot(X,C)\n", + "\n", + "# Annotate plot\n", + "plt.xlabel(\"x\"), plt.ylabel(\"$\\kappa$\") \n", + "plt.title(\"Effects of different variances on the Gaussian RBF kernel\")\n", + "plt.legend(labels=vs);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question\n", + "\n", + "What is a condition of kernel function ?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "\n", + "For any number $n \\in \\mathbb{N}$ and points $\\{x_1, \\dots, x_n\\}$, kernel matrix $K$ defined as\n", + "$$ K = \\begin{bmatrix}\n", + "k(x_1, x_1) & k(x_1, x_2) &\\dots &k(x_1, x_n)\\\\ \n", + "k(x_2, x_1) & k(x_2, x_2) &\\dots &k(x_2, x_n)\\\\ \n", + "\\vdots & \\vdots & \\ddots & \\vdots\\\\\n", + "k(x_n, x_1) & k(x_n, x_2) &\\dots &k(x_n, x_n)\\\\ \n", + "\\end{bmatrix} $$\n", + "is a valid covariance matrix (a.k.a **positive-semidefinite** matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "A matrix $A$ is **Positive-semidefinite** if $v^\\top A v \\geq 0$ for all vector $v$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "**Theorem**: Given two kernel functions $k_1, k_2$, \n", + " $$k_+(x, x') = k_1(x, x') + k_2(x, x'), \\quad k_\\times(x, x') =k_1(x, x') k_2(x, x')$$\n", + " are both kernel function.\n", + "\n", + "---\n", + "\n", + "Proving it would be a good mathematical exercise! ($k_+$ is easy but $k_\\times$ is tricky...)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Exercise 2 and Question\n", + "How the shape of GP if we use following kernels\n", + "$$k_+(x, x') = k_1(x, x') + k_2(x, x'), \\quad k_\\times(x, x') =k_1(x, x') k_2(x, x')$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "**Recall:** when kernel $k(x, x')$ is large for some $x, x'$, the values $f(x), f(x')$ should be similar" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "1. For $f \\sim \\mathcal{GP}(0, k_+)$, $f(x), f(x')$ are similar if $k_1(x, x')$ **or** $k_2(x, x')$ is large\n", + "2. For $f \\sim \\mathcal{GP}(0, k_\\times)$, $f(x), f(x')$ are similar if $k_1(x, x')$ **and** $k_2(x, x')$ is large" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "*Theorem:* Let $f_1 \\sim \\mathcal{GP}(0, k_1), f_2 \\sim \\mathcal{GP}(0, k_2)$ Then, \n", + "1. $f_1 + f_2$ follows $\\mathcal{GP}(0, k_1 + k_2)$\n", + "2. $f_1 f_2$ follows $\\mathcal{GP}(0, k_1 k_2)$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "(**Exercise**) Prove it! *Hint: Compute covarinace.*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Distinguish between:\n", + "$$f \\sim \\mathcal{GP}(0, k_{rbf}(x, x') + \\cos(2\\pi (x -x'))), \\quad f \\sim \\mathcal{GP}(0, k_{rbf}(x, x')\\cos(2\\pi(x -x'))$$" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "ks = [gpflow.kernels.RBF(lengthscales=.4) * gpflow.kernels.Cosine(lengthscales = 2),\n", + " gpflow.kernels.RBF(lengthscales=.4) + gpflow.kernels.Cosine(lengthscales = 2)]\n", + "X = np.linspace(-5., 5., 250)[:, None]\n", + "\n", + "\n", + "# The mean function is set to 0\n", + "mu = np.zeros((250)) # we have 250 sample inputs\n", + "# Get the covariance matrix\n", + "C = ks[0](X,X)\n", + " \n", + "# Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", + "rng = np.random.default_rng(42)\n", + "Z = rng.multivariate_normal(mu, C, 2)\n", + "\n", + "# Setup figure environment\n", + "plt.figure(figsize=(18, 7))\n", + "\n", + "# Show samples on left hand side\n", + "plt.subplot(121)\n", + "for j in range(2):\n", + " plt.plot(X[:],Z[j,:])\n", + " \n", + "C = ks[1](X,X)\n", + " \n", + "# Sample 5 times from a multivariate Gaussian distribution with mean 0 and covariance k(X,X)\n", + "Z = np.random.multivariate_normal(mu, C, 2)\n", + "\n", + "plt.subplot(122)\n", + "for j in range(2):\n", + " plt.plot(X[:],Z[j,:])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "The left one is product $k_{rbf}(x, x')\\cos(2\\pi(x -x'))$, the right one is additive $k_{rbf}(x, x') +\\cos(2\\pi(x -x'))$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question\n", + "\n", + "How to select kernels? (e.g. Matern kernel v.s Gaussian Kernel)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "- Reflect your prior knowledge on function\n", + " - Function is periodic: Use cosine or periodic Mattern kernel\n", + " - Function has linear trend: Use linear kernel\n", + "- Combine them adequately\n", + "- **Maximize marginal likelihood!**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "**Useful facts**\n", + "Let $k(x,y) = \\phi(x)^\\top\\phi(y)$. All functions $f$ sampled from $f \\sim \\mathcal{GP}(0, k)$ can be written as\n", + "\n", + " $$f(x) = w^\\top \\phi(x), \\quad w \\sim \\mathcal{N}(0, I)$$\n", + "\n", + "[**Exercise**] Prove it!\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "**Examples**\n", + "\n", + "- Linear kernel $k(x,y) = x^\\top y$: \n", + "\n", + "$$f(x) = w^\\top x, \\quad w \\sim \\mathcal{N}(0, I)$$\n", + "\n", + "- Cosine kernel $k(x,y) = \\cos(x - y)$:\n", + "\n", + " $$f(x) = w_1 \\cos(x) + w_2\\sin(x), w_1,w_2 \\sim \\mathcal{N}(0,1)$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "**Useful facts**\n", + "Mattern Kernel $\\nu$: $$k(x, x') = \\frac{1}{\\Gamma(\\nu) 2^{\\nu-1}} \\left(\\frac{\\sqrt{2\\nu}}{l} \\|x-x'\\|\\right)^\\nu K_\\nu \\left(\\frac{\\sqrt{2\\nu}}{l} \\|x-x'\\|\\right)$$\n", + "- \"Mattern 3/2\" means Mattern kernel with $\\nu = 3/2$\n", + "- Exponetial kernel is Mattern kernel with $\\nu = 1/2$\n", + "- Gaussian kernel is Mattern kernel with $\\nu = \\infty$\n", + "- **Larger $\\nu$ means smoother function**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Exercise 3\n", + "\n", + "Can you identify the covariance function used to generate the following samples?\n", + "\n", + "\n", + "\n", + "Options: _Periodic * Matern 5/2; Matern 3/2 + Bias; Matern 1/2 * RBF; Linear * Cosine; RBF; Exponential_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "\n", + "\n", + "(a) RBF (b) Linear * Cosine (c) Matern 3/2 + Bias (d) Exponential (e) Matern 1/2 * RBF (f) Periodic * Matern 5/2" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# lambda function, call f(x) to generate data\n", + "f = lambda x: -np.cos(2*np.pi*x) + 0.5*np.sin(6*np.pi*x)\n", + "\n", + "# 10 equally spaced sample locations \n", + "X = np.linspace(0.05, 0.95, 10)[:,None]\n", + "\n", + "# y = f(X) + epsilon\n", + "Y = f(X) + np.random.normal(0., 0.1, (10,1)) # note that np.random.normal takes mean and s.d. (not variance), 0.1^2 = 0.01\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "k = gpflow.kernels.RBF(variance=1., lengthscales=0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# New test points to sample function from\n", + "Xnew = np.linspace(-0.05, 1.05, 100)[:, None]\n", + "\n", + "# Covariance between training sample points (+ Gaussian noise)\n", + "Kxx = (k(X,X) + 1 * np.eye(10))\n", + "\n", + "# Covariance between training and test points\n", + "Ksx = k(Xnew, X)\n", + "\n", + "# Covariance between test points\n", + "Kss = k(Xnew,Xnew)\n", + "\n", + "# The mean of the GP fit (note that @ is matrix multiplcation: A @ B is equivalent to np.matmul(A,B))\n", + "mean = Ksx @ np.linalg.inv(Kxx) @ Y\n", + "# The covariance matrix of the GP fit\n", + "Cov = Kss - Ksx @ np.linalg.inv(Kxx) @ tf.transpose(Ksx)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plot_gp(X, m, C, training_points=None):\n", + " \"\"\" Plotting utility to plot a GP fit with 95% confidence interval \"\"\"\n", + " \n", + " m = m.numpy()\n", + " C = C.numpy()\n", + " \n", + " # Plot 95% confidence interval \n", + " plt.fill_between(X[:,0],\n", + " m[:,0] - 1.96*np.sqrt(np.diag(C[0,:,:])),\n", + " m[:,0] + 1.96*np.sqrt(np.diag(C[0,:,:])),\n", + " alpha=0.5)\n", + " # Plot GP mean and initial training points\n", + " plt.plot(X, m, \"-\", label=\"GP fit\")\n", + " \n", + " plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + " \n", + " # Plot training points if included\n", + " if training_points is not None:\n", + " X_, Y_ = training_points\n", + " plt.plot(X_, Y_, \"kx\", mew=2, label=\"sample points\")\n", + " \n", + " plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Exercise 4\n", + "\n", + "The initial fit would be:" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "k = gpflow.kernels.RBF(variance=1., lengthscales=0.1)\n", + "m = gpflow.models.GPR((X, Y), kernel=k)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Use GPflow model to calculate the mean and covariance of the fit at Xnew\n", + "mean, Cov = m.predict_f(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"GPflow regression model fit\");" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(a) What do you think of this initial fit? Does the prior given by the GP seem to be adapted?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "It's clear that the observations are captured in the confidence interval, but the fit is not particularly good. The parameters used may not be the best they can be to minimise the loss of the fit.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(b) The parameters of the model can be edited much like those of the kernel.\n", + "Change the values of the parameters to try and obtain a better fit of the GP. You can recalculate the updated mean and covariance after changing the values by calling `m.predict_noiseless` as above." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "<gpflow.models.gpr.GPR object at 0x718f0d346c90>\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
name class transform prior trainable shape dtype value
GPR.kernel.variance ParameterSoftplus True () float64 1
GPR.kernel.lengthscalesParameterSoftplus True () float64 0.1
GPR.likelihood.varianceParameterSoftplus + Shift True () float64 0.01
" + ], + "text/plain": [ + "\n", + "╒═════════════════════════╀═══════════╀══════════════════╀═════════╀═════════════╀═════════╀═════════╀═════════╕\n", + "β”‚ name β”‚ class β”‚ transform β”‚ prior β”‚ trainable β”‚ shape β”‚ dtype β”‚ value β”‚\n", + "β•žβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•ͺ═══════════β•ͺ══════════════════β•ͺ═════════β•ͺ═════════════β•ͺ═════════β•ͺ═════════β•ͺ═════════║\n", + "β”‚ GPR.kernel.variance β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 1 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.kernel.lengthscales β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 0.1 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.likelihood.variance β”‚ Parameter β”‚ Softplus + Shift β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 0.01 β”‚\n", + "β•˜β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•›" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m.kernel.variance.assign(1.0)\n", + "m.kernel.lengthscales.assign(0.1)\n", + "m.likelihood.variance.assign(0.01)\n", + "\n", + "mean, Cov = m.predict_f(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "\n", + "# Preview the regression model\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(c) Given that we can obtain the mean and covariance of the GP fit, we can also sample the GP posterior as a multivariate Gaussian process. This can be done as in Section 4, where we sampled the priors as defined by the kernels, i.e. with `np.random.multivariate_normal`. Obtain 10 samples from the GP posterior and plot them alongside the data. Try to simulate noisy measurements using `m.predict_y` (rather than `m.predict_f`)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18, 6))\n", + "\n", + "mean, Cov = m.predict_f(Xnew, full_cov=True)\n", + "\n", + "Z = np.random.multivariate_normal(mean[:,0], Cov[0,:,:], 10)\n", + "plt.subplot(121)\n", + "for z in Z:\n", + " plt.plot(Xnew, z, \"g-\", alpha=0.2)\n", + "plt.plot(X, Y, \"kx\", mew=2)\n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\"), plt.title(\"samples from the posterior GP fit of $f$\") \n", + "\n", + "Cov = gpflow.utilities.add_noise_cov(Cov, m.likelihood.variance)\n", + "z = np.random.multivariate_normal(mean[:,0], Cov[0,:,:])\n", + "plt.subplot(122)\n", + "plt.plot(Xnew, z, \".\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question\n", + "\n", + "Do you manually tune them in reality?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "\n", + "No! GPflow provides tools to tune them by maximizing marginal likelihood\n", + "\n", + "```python\n", + "o = gpflow.optimizers.Scipy()\n", + "o.minimize(m.training_loss, m.trainable_variables)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Question\n", + "\n", + "What is the difference between likelihood variance and kernel variance?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Answer\n", + "kernel variance is the scalar $\\sigma$ applied to RBF kernel:\n", + "$$k_{\\mathrm{rbf}} = {\\color{red}{\\sigma}} \\exp\\left(\\|x-x'\\|^2 / l\\right)$$\n", + "which represents the **scale of the function**" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "\n", + "likelihood variance is $\\lambda$ that appears marginal likelihood of GP\n", + "$$ \\log p(y|x, \\mathcal{GP}(0, k)) = \\mathbf{y}^\\top (K + {\\color{red}{\\lambda}} I)^{-1} \\mathbf{y} - \\frac12 \\log \\det(K + {\\color{red}{\\lambda}}I) - \\frac{n}2 \\log 2 \\pi$$ \n", + "which represents **the noise in data**\n", + "\n", + "[**Exercise**] Derive marginal likelihood of GP" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "<gpflow.models.gpr.GPR object at 0x7ea9903c8080>\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
name class transform prior trainable shape dtype value
GPR.kernel.variance ParameterSoftplus True () float640.660752
GPR.kernel.lengthscalesParameterSoftplus True () float640.122209
GPR.likelihood.varianceParameterSoftplus + Shift True () float641.00309e-06
" + ], + "text/plain": [ + "\n", + "╒═════════════════════════╀═══════════╀══════════════════╀═════════╀═════════════╀═════════╀═════════╀═════════════╕\n", + "β”‚ name β”‚ class β”‚ transform β”‚ prior β”‚ trainable β”‚ shape β”‚ dtype β”‚ value β”‚\n", + "β•žβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•ͺ═══════════β•ͺ══════════════════β•ͺ═════════β•ͺ═════════════β•ͺ═════════β•ͺ═════════β•ͺ═════════════║\n", + "β”‚ GPR.kernel.variance β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 0.660752 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.kernel.lengthscales β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 0.122209 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.likelihood.variance β”‚ Parameter β”‚ Softplus + Shift β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 1.00309e-06 β”‚\n", + "β•˜β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•›" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "o = gpflow.optimizers.Scipy()\n", + "o.minimize(m.training_loss, m.trainable_variables)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get mean and covariance of optimised GP\n", + "mean, Cov = m.predict_f(Xnew, full_cov=True)\n", + "\n", + "# Setup the figure environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the GP fit mean and covariance\n", + "plt.plot(Xnew, f(Xnew), \"r:\", lw=3, label=\"true $f(x)$\")\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "<gpflow.models.gpr.GPR object at 0x7ea9903c8080>\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
name class transform prior trainable shape dtype value
GPR.kernel.variance ParameterSoftplus True () float640.62179
GPR.kernel.lengthscalesParameterSoftplus True () float640.1199
GPR.likelihood.varianceParameterSoftplus + Shift False () float640.01
" + ], + "text/plain": [ + "\n", + "╒═════════════════════════╀═══════════╀══════════════════╀═════════╀═════════════╀═════════╀═════════╀═════════╕\n", + "β”‚ name β”‚ class β”‚ transform β”‚ prior β”‚ trainable β”‚ shape β”‚ dtype β”‚ value β”‚\n", + "β•žβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•ͺ═══════════β•ͺ══════════════════β•ͺ═════════β•ͺ═════════════β•ͺ═════════β•ͺ═════════β•ͺ═════════║\n", + "β”‚ GPR.kernel.variance β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 0.62179 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.kernel.lengthscales β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 0.1199 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.likelihood.variance β”‚ Parameter β”‚ Softplus + Shift β”‚ β”‚ False β”‚ () β”‚ float64 β”‚ 0.01 β”‚\n", + "β•˜β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•›" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fix the Gaussian noise variance at 0.01 \n", + "m.likelihood.variance.assign(0.01) # (Reset the parameter first)\n", + "gpflow.set_trainable(m.likelihood.variance, False)\n", + "\n", + "# Reoptimise\n", + "o = gpflow.optimizers.Scipy()\n", + "o.minimize(m.training_loss, m.trainable_variables)\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get mean and covariance of optimised GP\n", + "mean, Cov = m.predict_f(Xnew, full_cov=True)\n", + "\n", + "# Setup our figure environment\n", + "plt.figure(figsize=(18, 14))\n", + "\n", + "# The top plot shows our mean regression fit and 95% confidence intervals \n", + "plt.subplot(211)\n", + "# Plot the GP fit mean and covariance\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.title(\"GP posterior\")\n", + "plt.subplot(212)\n", + "\n", + "plt.plot(Xnew, f(Xnew),\"r:\", lw=3)\n", + "\n", + "Z = np.random.multivariate_normal(mean[:,0], Cov[0,:,:], 20)\n", + "for z in Z:\n", + " plt.plot(Xnew,z, \"g-\", alpha=0.2)\n", + " \n", + "plt.xlabel(\"x\"), plt.ylabel(\"f\")\n", + "plt.legend(labels=[\"true $f(x)$\", \"samples from GP\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Exercise 5 [Optional]\n", + "\n", + "(a) Try predicting the outside of the data " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.linspace(0., 2., 100)[:, None]\n", + "mean, Cov = m.predict_f(Xnew, full_cov=True)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "plot_gp(Xnew, mean, Cov, training_points=(X,Y))\n", + "plt.plot(Xnew, f(Xnew), \"r:\", lw=3)\n", + "plt.legend(labels=[\"GP fit\", \"sample points\", \"true $f(x)$\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(b) Comment on the fit of the GP, and the uncertainty in regions where we have no observations. Is the GP still a good fit? How might we produce a better fit, for example, if we knew $f(x)$ had a periodic nature?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "The prediction becomes useless in the areas where we are extrapolating, which makes some degree of sense. However, since the function is sinusoidal, we can see there is some periodicity that we may be able to exploit in our GP fit\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Data keys:\n", + "dict_keys(['X', 'Y', 'Xtest', 'Ytest', 'info', 'citation', 'details', 'files', 'license', 'size', 'urls'])\n", + "\n", + "Citation:\n", + "Mauna Loa Data. Dr. Pieter Tans, NOAA/ESRL (www.esrl.noaa.gov/gmd/ccgg/trends/) and Dr. Ralph Keeling, Scripps Institution of Oceanography (scrippsco2.ucsd.edu/).\n", + "\n", + "Info:\n", + "Mauna Loa data with 545 values used as training points.\n" + ] + } + ], + "source": [ + "import pickle\n", + "\n", + "# Load in the data\n", + "with open(\"resources/mauna_loa\", \"rb\") as fid:\n", + " data = pickle.load(fid)\n", + " \n", + "print(\"\\nData keys:\")\n", + "print(data.keys())\n", + "\n", + "print(\"\\nCitation:\")\n", + "print(data['citation'])\n", + "\n", + "print(\"\\nInfo:\")\n", + "print(data['info'])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Training data (X = input, Y = observation)\n", + "X, Y = data['X'], data['Y']\n", + "\n", + "# Test data (Xtest = input, Ytest = observations)\n", + "Xtest, Ytest = data['Xtest'], data['Ytest']\n", + "\n", + "# Set up our plotting environment\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Plot the training data in blue and the test data in red\n", + "plt.plot(X, Y, \"b.\", Xtest, Ytest, \"r.\")\n", + "\n", + "# Annotate plot\n", + "plt.legend(labels=[\"training data\", \"test data\"])\n", + "plt.xlabel(\"year\"), plt.ylabel(\"CO$_2$ (PPM)\"), plt.title(\"Monthly mean CO$_2$ at the Mauna Loa Observatory, Hawaii\");" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "X = X[::2, :]\n", + "Y = Y[::2, :]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Xnew = np.vstack([X, Xtest])\n", + "\n", + "# Currently GPflow doesn't support m.predict_y(..., full_cov=True), so we write our own:\n", + "def predict_y(model, X):\n", + " mean, Cov = model.predict_f(X, full_cov=True)\n", + " Cov = gpflow.utilities.add_noise_cov(Cov, model.likelihood.variance)\n", + " return mean, Cov\n", + "\n", + "mean, Cov = predict_y(m, Xnew)\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "plt.plot(X, Y, \"b.\", label=\"training data\")\n", + "plot_gp(Xnew, mean, Cov)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "<gpflow.models.gpr.GPR object at 0x7ea9903b7fb0>\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
name class transform prior trainable shape dtype value
GPR.kernel.variance ParameterSoftplus False () float6410
GPR.kernel.lengthscalesParameterSoftplus True () float64 9.71846e-105
GPR.likelihood.varianceParameterSoftplus + Shift False () float64 1e-05
" + ], + "text/plain": [ + "\n", + "╒═════════════════════════╀═══════════╀══════════════════╀═════════╀═════════════╀═════════╀═════════╀═══════════════╕\n", + "β”‚ name β”‚ class β”‚ transform β”‚ prior β”‚ trainable β”‚ shape β”‚ dtype β”‚ value β”‚\n", + "β•žβ•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•ͺ═══════════β•ͺ══════════════════β•ͺ═════════β•ͺ═════════════β•ͺ═════════β•ͺ═════════β•ͺ═══════════════║\n", + "β”‚ GPR.kernel.variance β”‚ Parameter β”‚ Softplus β”‚ β”‚ False β”‚ () β”‚ float64 β”‚ 10 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.kernel.lengthscales β”‚ Parameter β”‚ Softplus β”‚ β”‚ True β”‚ () β”‚ float64 β”‚ 9.71846e-105 β”‚\n", + "β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\n", + "β”‚ GPR.likelihood.variance β”‚ Parameter β”‚ Softplus + Shift β”‚ β”‚ False β”‚ () β”‚ float64 β”‚ 1e-05 β”‚\n", + "β•˜β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•§β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•β•›" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Effectively remove noise parameter (needs to be >0, so select value that is very low)\n", + "m.likelihood.variance.assign(0.00001)\n", + "gpflow.set_trainable(m.likelihood.variance, False)\n", + "\n", + "# We will fix the variance as well, so that only the lengthscale is optimised\n", + "m.kernel.variance.assign(10.)\n", + "gpflow.set_trainable(m.kernel.variance, False)\n", + "\n", + "# This should minimize the lengthscale to fit closely to the training points\n", + "o = gpflow.optimizers.Scipy()\n", + "o.minimize(m.training_loss, m.trainable_variables)\n", + "m" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mean, Cov = predict_y(m, Xnew)\n", + "\n", + "plt.figure(figsize=(18, 5))\n", + "\n", + "# The left plot shows the GP fit to a subsample of our training set\n", + "plt.subplot(121)\n", + "plt.plot(X, Y, \"b.\", label=\"training points\")\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.gca().set_xlim([1960,1980]), plt.gca().set_ylim([310, 340])\n", + "\n", + "# The right plot shows that the GP has no predictive power and reverts to 0\n", + "plt.subplot(122)\n", + "plt.plot(X, Y, \"b.\", label=\"training points\")\n", + "plot_gp(Xnew, mean, Cov)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Exercise 6 [Optional]\n", + "\n", + "(a) Create a `Linear` kernel with reasonable estimates of the parameters that represent the trend?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "```python\n", + "k_L = gpflow.kernels.Linear(variance=1.)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(b) How might we encode this trend in the mean estimate of the GP ?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "Use a mapping function to represent the linear trend. We can hard code the parameters (gradient and intercept), or give them priors." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "(c) Create a GP regression model using the kernels to fit the data. Comment on good is the fit and the predictive power of the model? " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "```python\n", + "# Linear covariance function\n", + "m1 = gpflow.models.GPR(\n", + " (X, Y), \n", + " kernel=gpflow.kernels.Linear(variance=1.) + gpflow.kernels.Bias(360),\n", + ")\n", + "\n", + "mean, Cov = predict_y(m1, Xnew)\n", + "\n", + "plt.figure(figsize=(14,8))\n", + "plot_gp(Xnew, mean, Cov)\n", + "plt.plot(X, Y, \".b\", Xtest, Ytest, \".r\", alpha=0.4);\n", + "plt.legend(labels=[\"GP fit\",\"training points\", \"test points\"])\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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