{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
},
"colab": {
"name": "ch03_Linear_Models_for_Regression.ipynb",
"provenance": [],
"toc_visible": true,
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BxUAaIRR0pdK"
},
"source": [
"# 3. Linear Models for Regression"
]
},
{
"cell_type": "code",
"metadata": {
"id": "TMxmVuag7eyA",
"outputId": "c41915fc-7af0-4e1d-db57-85b8bd236b5b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Mounted at /content/drive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "F3rYRMAD6ynO"
},
"source": [
"# You need to adjust the directory names below for your own account\n",
"# e.g. you may elect to create ms-notebooks dir or not\n",
"\n",
"# Execute this cell once\n",
"\n",
"# 1. Download the repo and set it as the current directory\n",
"%cd /content/drive/My Drive/Colab Notebooks/ml-notebooks\n",
"!git clone https://github.com/pantelis/PRML\n",
"%cd /content/drive/My Drive/Colab Notebooks/ml-notebooks/PRML\n",
"\n",
"# 2. install the project/module\n",
"!python setup.py install\n",
"\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iv9ADzLqiNsU",
"outputId": "147195c7-f211-423c-fc5d-0c51f8ac0a79",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"# 3. Add the project directory to the path\n",
"%cd /content/drive/My Drive/Colab Notebooks/ml-notebooks/PRML\n",
"import os, sys\n",
"sys.path.append(os.getcwd())"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"/content/drive/My Drive/Colab Notebooks/ml-notebooks/PRML\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "qwxjFZSR_vuX"
},
"source": [
"# Import seaborn\n",
"import seaborn as sns\n",
"\n",
"# Apply the default theme\n",
"sns.set_theme()\n"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "mrfT6d-50pdM"
},
"source": [
"import numpy as np\n",
"from scipy.stats import multivariate_normal\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"from prml.preprocess import GaussianFeature, PolynomialFeature, SigmoidalFeature\n",
"from prml.linear import (\n",
" BayesianRegression,\n",
" EmpiricalBayesRegression,\n",
" LinearRegression,\n",
" RidgeRegression\n",
")\n",
"\n",
"np.random.seed(1234)"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "btxxnn1A0pdQ"
},
"source": [
"def create_toy_data(func, sample_size, std, domain=[0, 1]):\n",
" x = np.linspace(domain[0], domain[1], sample_size)\n",
" np.random.shuffle(x)\n",
" t = func(x) + np.random.normal(scale=std, size=x.shape)\n",
" return x, t"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "CUXJceLr0pdT"
},
"source": [
"## 3.1 Linear Basis Function Models"
]
},
{
"cell_type": "code",
"metadata": {
"id": "2mC2AOiR0pdU",
"outputId": "1df895ca-005e-410e-84f2-918f8edaa87b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 322
}
},
"source": [
"x = np.linspace(-1, 1, 100)\n",
"X_polynomial = PolynomialFeature(11).transform(x[:, None])\n",
"X_gaussian = GaussianFeature(np.linspace(-1, 1, 11), 0.1).transform(x)\n",
"X_sigmoidal = SigmoidalFeature(np.linspace(-1, 1, 11), 10).transform(x)\n",
"\n",
"plt.figure(figsize=(20, 5))\n",
"for i, X in enumerate([X_polynomial, X_gaussian, X_sigmoidal]):\n",
" plt.subplot(1, 3, i + 1)\n",
" for j in range(12):\n",
" plt.plot(x, X[:, j])"
],
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"