{
"cells": [
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "44e0dc2c",
"metadata": {},
"source": [
"# Optimization exercices : linear/logistic regression, PCA (and svm)\n",
"\n",
"*June, 2022 - François HU*\n",
"\n",
"*Master of Science - EPITA*\n",
"\n",
"*This lecture is available here: https://curiousml.github.io/*\n",
"\n",
"![image-3.png](attachment:image-3.png)"
]
},
{
"cell_type": "markdown",
"id": "4426ab41",
"metadata": {},
"source": [
"# Table of contents\n",
"\n",
"- In this notebook we will learn **Machine Learning** (or statistical learning) modeling by practice\n",
"\n",
"\n",
"- see the courses *Machine Learning 1 and Machine Learning 2* for statistical learning theory\n",
"\n",
"\n",
"- [Application 1: Linear regression](#1) (**lecture 2 or 3**)\n",
" - question 1\n",
" - question 2\n",
" - question 3\n",
" - question 4\n",
" - question 5\n",
" - question 6\n",
"\n",
"\n",
"- [Application 2: Logistic regression](#2) (see **lecture 4 or 5**)\n",
" \n",
" \n",
"- [Application 3: PCA](#3) (see **lecture 4**)\n",
" - question 1\n",
" - question 2\n",
" - question 3\n",
" - question 4\n",
" - question 5\n",
"\n",
"\n",
"- [(optional) Application 4: Ridge regression](#2) (see **lecture 4 or 5**)\n",
"\n",
"\n",
"\n",
"- [(optional) Application 5: SVM](#4) (optional)\n",
" - question 1\n",
" - question 2\n",
" - question 3\n",
"\n",
"\n",
"- [Application 5: Titanic challenge](#5) (**EXAM: 27 JUNE 2022**)"
]
},
{
"cell_type": "markdown",
"id": "27a74ccd",
"metadata": {},
"source": [
"## Application 1: Linear regression \n",
"\n",
"Let us implement a **linear regression** from scratch using Python. Linear regression is one of the most basic and commonly used type of predictive analysis.\n",
"\n",
"### Simple linear regression\n",
"\n",
"- The objective of a **simple linear regression** is establishing a linear relationship between a single input variable (denoted $\\mathbf{x} = [x_1, x_2, \\cdots, x_n]\\in\\mathbb{R}^n$) and a single output variable (denoted $\\mathbf{y} = [y_1, y_2, \\cdots, y_n]\\in\\mathbb{R}^n$). \n",
"\n",
"\n",
"- For all the observation $i$, we are trying to estimate $y_i$ by $\\hat y_i$ and the most simplest form of the estimation is a linear combination of $x_i$:\n",
"$$\n",
"\\hat y_i = \\beta_0 + x_i\\beta_1 \\iff \\hat y_i = x_i\\beta^T\n",
"$$\n",
"with $\\beta = [\\beta_0, \\beta_1]\\in\\mathbb{R}^2$ the model parameters (or coefficients). In other terms (matrix notation):\n",
"\n",
"$$\n",
"\\begin{bmatrix} \\hat y_1\\\\ \\hat y_2\\\\ \\vdots\\\\ \\hat y_n \\end{bmatrix} = \n",
"\\begin{bmatrix}\n",
"\\beta_0 + x_1\\beta_1\\\\ \n",
"\\beta_0 + x_2\\beta_1\\\\ \n",
"\\vdots\\\\ \n",
"\\beta_0 + x_n\\beta_1\n",
"\\end{bmatrix} \\iff\n",
"\\underbrace{\n",
"\\quad\n",
"\\begin{bmatrix} \n",
"\\hat y_1\\\\ \\hat y_2\\\\ \\vdots\\\\ \\hat y_n \n",
"\\end{bmatrix} = \n",
"\\begin{bmatrix}\n",
"1 &x_1\\\\ \n",
"1 &x_2\\\\ \n",
"\\vdots&\\vdots\\\\\n",
"1 &x_n\n",
"\\end{bmatrix}\n",
"\\times\n",
"\\begin{bmatrix}\n",
"\\beta_0\\\\ \n",
"\\beta_1\n",
"\\end{bmatrix}\n",
"\\quad}_{\\\\\\boxed{\\hat y = X\\beta^T}}\n",
"$$\n",
"\n",
"### Multiple linear regression\n",
"\n",
"In **multiple linear regression**,\n",
"$$\n",
"X = \\begin{bmatrix}\n",
"\\mathbb{1}, X_{\\cdot 1}, X_{\\cdot 2}, \\cdots, X_{\\cdot m}\n",
"\\end{bmatrix} = \\begin{bmatrix}\n",
"1 & x_{1,1} & x_{1,2} & \\cdots & x_{1,m}\\\\\n",
"1 & x_{2,1} & x_{2,2} & \\cdots & x_{2,m}\\\\\n",
"1 & & & \\vdots & \\\\\n",
"1 & x_{n,1} & x_{n,2} & \\cdots & x_{n,m}\\\\\n",
"\\end{bmatrix} \\text{ and }\n",
"\\hat y = \\begin{bmatrix} y_1\\\\ y_2\\\\ \\vdots\\\\ y_n \\end{bmatrix}\n",
"$$\n",
"\n",
"the estimation becomes:\n",
"\n",
"$$\n",
"\\hat y = \\beta_0\\times \\mathbb{1} + \\beta_1 X_{\\cdot 1} + \\beta_2 X_{\\cdot 2} + \\cdots + \\beta_m X_{\\cdot m} \\iff \\boxed{\\hat y = X\\beta^T}\n",
"$$\n",
"\n",
"with $\\beta = [\\beta_0, \\beta_1, \\cdots, \\beta_m]\\in\\mathbb{R}^{m+1}$ the model parameters (or coefficients).\n",
"\n",
"We are trying to calibrate our parameter $\\beta$ such that $\\boxed{\\hat y \\approx \\mathbf{y}}$"
]
},
{
"cell_type": "markdown",
"id": "5e1c42fc",
"metadata": {},
"source": [
"### Diabetes dataset\n",
"\n",
"We consider the [diabete](https://scikit-learn.org/stable/datasets/toy_dataset.html#diabetes-dataset) dataset. More specifically we choose to study three variables:\n",
"\n",
"- `bmi` (our $X_{\\cdot 1}$) the body mass index of the population\n",
"\n",
"- `bp` (our $X_{\\cdot 2}$) the average blood pressure of the population\n",
"\n",
"- and `target` (our $\\mathbf{y}$) our output variable representing a quantitative measure of disease progression one year after baseline"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0d555447",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" bmi | \n",
" bp | \n",
"
\n",
" \n",
" \n",
" \n",
" 287 | \n",
" -0.006206 | \n",
" -0.015999 | \n",
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" 211 | \n",
" 0.036907 | \n",
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"
],
"text/plain": [
" bmi bp\n",
"287 -0.006206 -0.015999\n",
"211 0.036907 0.021872\n",
"72 -0.004050 -0.012556\n",
"321 0.051996 0.079254\n",
"73 -0.020218 -0.002228"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Execute this cell\n",
"from sklearn.datasets import load_diabetes\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"diabete = load_diabetes(as_frame=True)\n",
"data = pd.concat((diabete[\"data\"], diabete[\"target\"]), axis=1)\n",
"data = data.sample(frac=1)\n",
"\n",
"X_full = data.iloc[:300, :-1]\n",
"X = data[[\"bmi\", \"bp\"]][:300]\n",
"y = data[\"target\"][:300]\n",
"\n",
"X_test_full = data.iloc[300:, :-1]\n",
"X_test = data[[\"bmi\", \"bp\"]][300:]\n",
"y_test = data[\"target\"][300:]\n",
"\n",
"X.head()"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "8f03826d",
"metadata": {},
"source": [
"#### Question 1:\n",
"\n",
"Plot the following three graphs:\n",
"\n",
"![image-4.png](attachment:image-4.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "667c2d5a",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "fd7ddac7",
"metadata": {},
"source": [
"### Prediction\n",
"\n",
"Given a parameter $\\beta$ and a set of observations $x$, its predicted value is:\n",
"\n",
"$$\n",
"\\hat y = x \\beta^T\n",
"$$\n",
"\n",
"**Question 2:**\n",
"\n",
"Define the function `predict(X, beta)` that returns the prediction $\\hat y$."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cc7a69f1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "8ea2fd1c",
"metadata": {},
"source": [
"### Training / optimization\n",
"\n",
"We want to find the best paramater $\\hat\\beta = [\\hat\\beta_0, \\hat\\beta_1, \\hat\\beta_2] \\in\\mathbb{R}^3$ that minimizes a **(loss) function**. For instance, the **mean absolute error** (MAE) function,\n",
"\n",
"$$\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^3} \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}\\left| y_i - \\hat y_i \\right|\n",
"$$\n",
"\n",
"or a **mean squared error** (MSE) function,\n",
"$$\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^3} \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}\\left( y_i - \\hat y_i \\right)^2\n",
"\\quad\\text{ equivalently }\\quad\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^3} \\left\\lvert\\left\\lvert\\ \\mathbf{y} - \\hat y\\ \\right\\lvert\\right\\lvert^2\n",
"$$\n",
"\n",
"\n",
"\n",
"#### Question 3:\n",
"\n",
"Define the function `mse(y_hat, y)` that returns the MSE of $\\hat y$ and $\\mathbf{y}$."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2cfee4d7",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "99a1100a",
"metadata": {},
"source": [
"Given a dataset $(X, y)$, optimization algorithms are used to find an optimal set of parameters (e.g. $\\hat\\beta_0$ and $\\hat\\beta_1$) that minimizes a loss function (e.g. MSE).\n",
"\n",
"#### Question 4:\n",
"\n",
"- Compute (theoretically) the partial derivatives $\\dfrac{\\partial \\text{mse}}{\\partial \\beta_i}$ for $i\\in\\{0, 1, 2\\}$. \n",
"\n",
"\n",
"- Define (in python) the function `mse_gradient(y_hat, y)` that returns the gradient of the MSE.\n",
"\n",
"\n",
"- Define a function named `fit(X, y)` that minimizes the loss function MSE by gradient descent (see lecture 2) and returns the best parameter $\\hat\\beta$."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8ee37928",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "a8f2996f",
"metadata": {},
"source": [
"#### Question 5:\n",
"\n",
"- Fit your linear regression on the data $(X, \\mathbf{y})$.\n",
"\n",
"\n",
"- Predict the response (call it `y_hat`) of the set `X` and evaluate the model's performance with MSE.\n",
"\n",
"\n",
"- Predict the response (call it `y_hat_test`) of the set `X_test` and evaluate the model's performance with MSE.\n",
"\n",
"\n",
"- Which performance should be taken into account? the one with `y_hat`, the one with `y_hat_test` or both. Comment."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "62840ee6",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "fda571cb",
"metadata": {},
"source": [
"### A more direct method\n",
"\n",
"The best paramater $\\hat\\beta \\in\\mathbb{R}^d$ that minimizes a **mean squared error** (MSE) function,\n",
"\n",
"$$\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^d} \\left\\lvert\\left\\lvert\\ \\mathbf{y} - X\\beta^T\\ \\right\\lvert\\right\\lvert^2\n",
"$$\n",
"\n",
"Can easily be found anaytically:\n",
"$$\n",
"\\min\\left\\lvert\\left\\lvert\\ \\mathbf{y} - X\\beta^T\\ \\right\\lvert\\right\\lvert^2\n",
"\\iff\n",
"{\\displaystyle ( {X} ^{\\mathsf {T}} {X} ){\\hat { {\\beta }}}= {X} ^{\\mathsf {T}}\\mathbf {y}}\n",
"\\iff\n",
"\\boxed{{\\widehat {\\beta }}=(X^{T}X)^{-1}X^{T}\\mathbf{y}}\n",
"$$\n",
"\n",
"#### Question 6:\n",
"\n",
"Implement this solution and compare it with the parameter found in question 5."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0f78ae77",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "af7d3173",
"metadata": {},
"source": [
"### With external package\n",
"\n",
"**Training** the model with the most popular package in Machine Learing: [scikit-learn](https://scikit-learn.org/stable/)\n",
"\n",
"- With only **two features** `bmi` and `bp`:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0955cee9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Interc.\t: \t155.16822405495708\n",
"Coeffs\t: \t[714.16586268 380.72249574]\n",
"MSE\t: \t3587.7937570172867\n"
]
}
],
"source": [
"# EXECUTE THIS CELL\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"\n",
"# create linear regression object\n",
"linreg = LinearRegression()\n",
"\n",
"# train the model\n",
"linreg.fit(X, y)\n",
"\n",
"# make predictions\n",
"y_pred = linreg.predict(X_test)\n",
"\n",
"print(f\"Interc.\\t: \\t{linreg.intercept_}\")\n",
"print(f\"Coeffs\\t: \\t{linreg.coef_}\")\n",
"print(f\"MSE\\t: \\t{mean_squared_error(y_test, y_pred)}\")"
]
},
{
"cell_type": "markdown",
"id": "a86075b4",
"metadata": {},
"source": [
"- With **all features**:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "13f6d48f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Interc.\t: \t154.21279975584497\n",
"Coeffs\t: \t[ 15.87712549 -255.13803391 442.9517807 263.31180376 -874.46174186\n",
" 560.34563851 36.16249272 17.5217229 878.96605803 119.83633627]\n",
"MSE\t: \t3340.771440109735\n"
]
}
],
"source": [
"# EXECUTE THIS CELL\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"\n",
"# create linear regression object\n",
"linreg = LinearRegression()\n",
"\n",
"# train the model\n",
"linreg.fit(X_full, y)\n",
"\n",
"# make predictions\n",
"y_pred = linreg.predict(X_test_full)\n",
"\n",
"print(f\"Interc.\\t: \\t{linreg.intercept_}\")\n",
"print(f\"Coeffs\\t: \\t{linreg.coef_}\")\n",
"print(f\"MSE\\t: \\t{mean_squared_error(y_test, y_pred)}\")"
]
},
{
"cell_type": "markdown",
"id": "c93f83da",
"metadata": {},
"source": [
"## Application 2: Logistic regression (lecture 4 or 5)\n",
"\n",
"### Reminder : Linear regression\n",
"\n",
"- **Model:** establish the linear relationship between $X\\in\\mathbb{R}^{n\\times d}$ (features) and $\\mathbf{y}\\in \\mathbb{R}^n$ (target). We estimate $\\mathbf{y}$ with $\\hat y$ such that:\n",
"\n",
"$$\\hat y = X\\beta^T$$\n",
"\n",
"- **Objective:** find the best paramater $\\hat\\beta \\in\\mathbb{R}^d$ that minimizes a **mean squared error** (MSE) function,\n",
"\n",
"$$\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^d} \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}\\left( y_i - \\hat y_i \\right)^2\n",
"$$\n",
"or equivalently\n",
"$$\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^d} \\left\\lvert\\left\\lvert\\ \\mathbf{y} - X\\beta^T\\ \\right\\lvert\\right\\lvert^2_2\n",
"$$\n",
"\n",
"- **What if the target contains only binary responses ?**\n",
" - if $\\mathbf{y}\\in \\{0, 1\\}^n$ we call this problem a (binary) classification problem\n",
" - if $\\mathbf{y}\\in \\mathbb{R}^n$ we call it a regression problem\n"
]
},
{
"cell_type": "markdown",
"id": "1ad36d70",
"metadata": {},
"source": [
"### Logistic regression\n",
"\n",
"- **Model:** use **logistic function** $\\sigma(x)=1/(1+e^{-x})$ on top of a linear regression:\n",
"\n",
"$$\\hat y = \\sigma(X\\beta^T) = \\frac{1}{1+e^{-X\\beta^T}}$$\n",
"\n",
"- **Objective:** find the best paramater $\\hat\\beta \\in\\mathbb{R}^d$ that minimizes a **log-loss** function,\n",
"\n",
"$$\n",
"\\min\\limits_{\\beta\\in\\mathbb{R}^d} \\dfrac{1}{n}\\sum\\limits_{i=1}^{n}\\left[ y_i\\log(\\hat y_i) + (1- y_i)\\log(1-\\hat y_i) \\right]\n",
"$$\n",
"\n",
"- **Question:** why we do not use the MSE ?"
]
},
{
"cell_type": "markdown",
"id": "1d5bcc09",
"metadata": {},
"source": [
"### Dataset : breast cancer\n",
"\n",
"See [Breast cander Dataset](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_breast_cancer.html#sklearn.datasets.load_breast_cancer) for the dataset's documentation."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c949ee97",
"metadata": {},
"outputs": [],
"source": [
"# Execute this cell\n",
"from sklearn.datasets import load_breast_cancer\n",
"from sklearn.model_selection import train_test_split\n",
"import pandas as pd\n",
"import numpy as np\n",
"np.random.seed(42)\n",
"\n",
"cancer = load_breast_cancer()\n",
"X = cancer[\"data\"]\n",
"y = cancer[\"target\"]\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 0)"
]
},
{
"cell_type": "markdown",
"id": "71a77fd2",
"metadata": {},
"source": [
"### Using scikit-learn\n",
"\n",
"#### Exercice\n",
"\n",
"1. Fit your logistic regression on the training set. \n",
"**Hint:** use `LogisticRegression` of `sklearn.linear_model`\n",
"\n",
"**Remark:** Think of normalizing the data, e.g. with\n",
"```\n",
"def normalize(X):\n",
" X = (X - X.mean(axis=0))/X.std(axis=0)\n",
" return X\n",
"```\n",
"\n",
"2. Predict the response of the test-set.\n",
"\n",
"\n",
"3. evaluate the model's performance. \n",
"**Hint:** you can evaluate the number of correctly predicted responses out of all the responses."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c15b0dd1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "bd38d0d0",
"metadata": {},
"source": [
"## Application 3: PCA (lecture 4)\n",
"\n",
"### Diabetes dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f474b2a1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" age | \n",
" sex | \n",
" bmi | \n",
" bp | \n",
" s1 | \n",
" s2 | \n",
" s3 | \n",
" s4 | \n",
" s5 | \n",
" s6 | \n",
"
\n",
" \n",
" \n",
" \n",
" 287 | \n",
" 0.045341 | \n",
" -0.044642 | \n",
" -0.006206 | \n",
" -0.015999 | \n",
" 0.125019 | \n",
" 0.125198 | \n",
" 0.019187 | \n",
" 0.034309 | \n",
" 0.032433 | \n",
" -0.005220 | \n",
"
\n",
" \n",
" 211 | \n",
" 0.092564 | \n",
" -0.044642 | \n",
" 0.036907 | \n",
" 0.021872 | \n",
" -0.024960 | \n",
" -0.016658 | \n",
" 0.000779 | \n",
" -0.039493 | \n",
" -0.022512 | \n",
" -0.021788 | \n",
"
\n",
" \n",
" 72 | \n",
" 0.063504 | \n",
" 0.050680 | \n",
" -0.004050 | \n",
" -0.012556 | \n",
" 0.103003 | \n",
" 0.048790 | \n",
" 0.056003 | \n",
" -0.002592 | \n",
" 0.084495 | \n",
" -0.017646 | \n",
"
\n",
" \n",
" 321 | \n",
" 0.096197 | \n",
" -0.044642 | \n",
" 0.051996 | \n",
" 0.079254 | \n",
" 0.054845 | \n",
" 0.036577 | \n",
" -0.076536 | \n",
" 0.141322 | \n",
" 0.098646 | \n",
" 0.061054 | \n",
"
\n",
" \n",
" 73 | \n",
" 0.012648 | \n",
" 0.050680 | \n",
" -0.020218 | \n",
" -0.002228 | \n",
" 0.038334 | \n",
" 0.053174 | \n",
" -0.006584 | \n",
" 0.034309 | \n",
" -0.005145 | \n",
" -0.009362 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" age sex bmi bp s1 s2 s3 \\\n",
"287 0.045341 -0.044642 -0.006206 -0.015999 0.125019 0.125198 0.019187 \n",
"211 0.092564 -0.044642 0.036907 0.021872 -0.024960 -0.016658 0.000779 \n",
"72 0.063504 0.050680 -0.004050 -0.012556 0.103003 0.048790 0.056003 \n",
"321 0.096197 -0.044642 0.051996 0.079254 0.054845 0.036577 -0.076536 \n",
"73 0.012648 0.050680 -0.020218 -0.002228 0.038334 0.053174 -0.006584 \n",
"\n",
" s4 s5 s6 \n",
"287 0.034309 0.032433 -0.005220 \n",
"211 -0.039493 -0.022512 -0.021788 \n",
"72 -0.002592 0.084495 -0.017646 \n",
"321 0.141322 0.098646 0.061054 \n",
"73 0.034309 -0.005145 -0.009362 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Execute this cell\n",
"from sklearn.datasets import load_diabetes\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"diabete = load_diabetes(as_frame=True)\n",
"data = pd.concat((diabete[\"data\"], diabete[\"target\"]), axis=1)\n",
"data = data.sample(frac=1)\n",
"\n",
"X_full = data.iloc[:300, :-1]\n",
"X = data[[\"bmi\", \"bp\"]][:300]\n",
"y = data[\"target\"][:300]\n",
"\n",
"X_test_full = data.iloc[300:, :-1]\n",
"X_test = data[[\"bmi\", \"bp\"]][300:]\n",
"y_test = data[\"target\"][300:]\n",
"\n",
"X_full.head()"
]
},
{
"cell_type": "markdown",
"id": "52f9ffb0",
"metadata": {},
"source": [
"### Implementing PCA from scratch\n",
"\n",
"#### Question 1:\n",
"\n",
"Define the function `dimred_pca(X, k)` that applies a dimensionality reduction on $X$ using PCA with $k$ the number of principal components."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "57accf1b",
"metadata": {},
"outputs": [],
"source": []
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "97763450",
"metadata": {},
"source": [
"### Visualization in 2D: case of Diabetes dataset\n",
"\n",
"#### Question 2:\n",
"\n",
"- Do a dimensionality reduction on the Diabetes dataset (use `X_full` instead of `X`) with $k=2$\n",
"\n",
"\n",
"\n",
"- Scatterplot the reduced 2D datasets (**optional:** color the points w.r.t the target). You should have approximately\n",
"\n",
"![image-2.png](attachment:image-2.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3342e53b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "e90024d3",
"metadata": {},
"source": [
"### Optimal number of components\n",
"\n",
"- We note that each eigenvalue corresponds to the **variance** of each principal component (PC)\n",
"\n",
"\n",
"- The optimal number of PC corresponds to a trade-off between **dimensionality reduction** and **information loss**\n",
"\n",
"\n",
"- One way to quantify this trade-off (w.r.t. $k$) is computing the ratio of the cumulative variance:\n",
"\n",
"$$\n",
"\\text{ratio} = \\frac{\\sum_{i=1}^{k} \\lambda_i}{\\sum_{i=1}^{d} \\lambda_i}\n",
"$$\n",
"\n",
"\n",
"#### Question 3:\n",
"\n",
"Plot the ratio of the cumulative variance `ratio` as a function of the number of principal components `PC`"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e96f3dbd",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "cf2ea79a",
"metadata": {},
"source": [
"#### Question 4:\n",
"\n",
"- Calibrate the number of PC $k$ as keeping (approximately) $80\\%$ of the variance. Named it `k_optimal`\n",
"\n",
"\n",
"- Do a dimensionality reduction on the Diabetes datasets (`X_full` AND `X_test_full`) with `k=k_optimal`. Name them respectively `X_opt` and `X_test_opt`.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ecea571f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "6d7d6235",
"metadata": {},
"source": [
"### Linear regression after PCA"
]
},
{
"cell_type": "markdown",
"id": "6e02b585",
"metadata": {},
"source": [
"#### Question 5:\n",
"\n",
"- Fit a linear regression on the data `(X_opt, y)`\n",
"\n",
"\n",
"- Predict the response of the set `X_opt_test` and evaluate the model's performance with MSE\n",
"\n",
"\n",
"- Comment your results"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0803997b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "7158c216",
"metadata": {},
"source": [
"### PCA with scikit-learn"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a3cdf3bb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.42128723 0.13160638]\n"
]
},
{
"data": {
"image/png": 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\n",
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