{ "cells": [ { "cell_type": "markdown", "id": "584bca58", "metadata": {}, "source": [ "\n", " \"Open\n", "" ] }, { "cell_type": "markdown", "id": "691d6c5835aee79f", "metadata": {}, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "id": "b5a648e8", "metadata": {}, "source": [ "
\n", " Table of Contents \n", "\n", "1. [Introduction](#introduction)\n", "2. [Linear Regression](#lir)\n", "3. [Logistic Regression](#lr)\n", "4. [SVM](#svm)\n", "5. [Exercise](#exercise)" ] }, { "cell_type": "markdown", "id": "7dfc1235", "metadata": {}, "source": [ "
\n", " I. Introduction \n", "
" ] }, { "cell_type": "markdown", "id": "926cc982", "metadata": {}, "source": [ "Machine Learning models often aim to learn patterns from data in order to make predictions. Depending on the type of problem, we use different approaches. In this section, we introduce three fundamental supervised learning models: Linear Regression, Logistic Regression, and Support Vector Machines (SVM). \n", "\n", "These models share a common idea: they all try to find a decision boundary that best separates or predicts outcomes based on input features.\n", "\n", "We will import the libraries: " ] }, { "cell_type": "code", "execution_count": 1, "id": "9717be71", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "e2e3ded2", "metadata": {}, "source": [ "We will use also ``scikit-learn``. This library is one of the most popular Python libraries for Machine Learning. It provides simple tools to train models, make predictions, evaluate performance or split datasets. \n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "3c192293", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression, LogisticRegression\n", "from sklearn.svm import SVC" ] }, { "cell_type": "markdown", "id": "9b4ee816", "metadata": {}, "source": [ "In this notebook, we will import different algorithms. Initially, we will work with Linear Regression, then with Logistic Regression and SVM (Support Vector Machines)." ] }, { "cell_type": "markdown", "id": "9b6e87be", "metadata": {}, "source": [ "``FIRST STEP: PREPARE THE DATA``\n", "\n", "Before training any machine learning model, the most important step is preparing the data.\n", "We first separate the dataset into:\n", "- Inputs (X) → the features used to make predictions\n", "- Targets (y) → the correct answers we want the model to learn. \n", "\n", "For example, predict house price. Our X is size, location and rooms and y is the price. \n", "\n", "``SECOND STEP: SPLIT THE DATA``\n", "\n", "After defining X and y, we divide the dataset into two parts:\n", "\n", "- Training set → used to train the model\n", "- Test set → used to evaluate how well the model performs on new data\n", "\n", "This is important because we want to check if the model can generalize, not just memorize the data.\n", "\n", "``THIRD STEP: TRAIN MODEL`` \n", "\n", "We train a machine learning algorithm using our training data and then evaluate the performance on test set. \n", "\n", "``FOURTH STEP: HOW WE MEASURE THE PERFORMANCE? ``\n", "\n", "We use error metrics to see how far predictions are from real values:\n", "\n", "_1. Mean Absolute Error (MAE)_\n", "\n", "MAE measures the average absolute difference between predicted and real values.\n", "\n", "MAE = (1/n) * Σ |y - ŷ|\n", "\n", "_2. Mean Squared Error (MSE)_\n", "\n", "MSE measures the average squared error, penalizing large mistakes more.\n", "\n", "MSE = (1/n) * Σ (y - ŷ)²\n", "\n", "_3. Accuracy score_\n", "Measures how often the model is correct overall. It can be misleading if classes are imbalanced.\n", "\n", "$ Accuracy = \\frac{\\text{Number of correct predictions}}{\\text{Total number of predictions}}$\n", "\n", "_4. Confusion matrix_ \n", "\n", "A confusion matrix is a tool used to evaluate the performance of a classification model. It provides a visual representation of how the model has classified the data, showing the correspondence between the true labels and the predictions made by the model.\n", "\n", "It is a table that generally has the following characteristics:\n", "\n", "The rows represent the actual classes (correct labels).\n", "\n", "The columns represent the classes predicted by the model.\n", "\n", "It is especially useful in situations where the classes are imbalanced, as it allows identifying potential biases of the model.\n", "\n", "_5. Classification report._\n", "\n", "A summary of key performance metrics per class:\n", "\n", "- $ Precision = \\frac{\\text{True Positives}}{\\text{True Positives + False Positives}}$\n", "- $ Recall = \\frac{\\text{True Positives}}{\\text{True Positives + False Negatives}} $\n", "- $ F1 Score = 2 \\cdot \\frac{\\text{Precision} \\cdot \\text{Recall}}{\\text{Precision} + \\text{Recall}}$\n", "\n", "`See more`: [Classification metrics](https://scikit-learn.org/stable/api/sklearn.metrics.html#classification-metrics)\n", "\n", "We import the following: " ] }, { "cell_type": "code", "execution_count": 3, "id": "90c47a4b", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, accuracy_score, confusion_matrix, classification_report" ] }, { "cell_type": "markdown", "id": "554ba1ae", "metadata": {}, "source": [ "
\n", " II. Linear Regression \n", "
" ] }, { "cell_type": "markdown", "id": "d5588de2", "metadata": {}, "source": [ "The linear regression model is a simple yet powerful technique for regression problems, aiming to find the linear relationship between a dependent variable and one or more independent variables. This model assumes that there is a direct connection between the variables, expressed as a straight line in the case of one independent variable (simple linear regression), or as a hyperplane in higher-dimensional spaces (multiple linear regression).\n", "\n", "Its main function is to approximate the data using a linear function, minimizing the sum of squared errors between the model’s predictions and the actual observed values. This is done, as you’ve seen in theory, using the least squares method, which adjusts the coefficients of the line to best fit the data points.\n", "\n", "y = $w_0$ + $w_1$ * x\n", "\n", "Where $w_0$ is the bias or intercept, and $w_1$ is the coefficient of the independent variable." ] }, { "cell_type": "markdown", "id": "74a5cef1", "metadata": {}, "source": [ "We will start using this dataset: " ] }, { "cell_type": "code", "execution_count": 4, "id": "dedcef6f", "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import fetch_california_housing\n", "\n", "data = fetch_california_housing()\n", "X = data.data\n", "y = data.target" ] }, { "cell_type": "markdown", "id": "fcd40fbf", "metadata": {}, "source": [ "I am going to use a subset: " ] }, { "cell_type": "code", "execution_count": 5, "id": "10621311", "metadata": {}, "outputs": [], "source": [ "idx = np.random.choice(len(X), 800, replace=False)\n", "\n", "X = X[idx]\n", "y = y[idx]" ] }, { "cell_type": "markdown", "id": "2e646b33", "metadata": {}, "source": [ "We can plot to see how is this data." ] }, { "cell_type": "code", "execution_count": 6, "id": "6eb1d138", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_medinc = X[:, 0] # I only plot one feature of the data\n", "plt.scatter(X_medinc, y, alpha=0.3)\n", "plt.xlabel(\"Median Income\")\n", "plt.ylabel(\"House Price\")\n", "plt.title(\"California Housing: Income vs Price\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0710c207", "metadata": {}, "source": [ "Now, we divide the dataset into training and test. The function `train_test_split` splits the dataset into training and test sets. It takes as input the features and target variable. We difine the proportion of data used for testing with ``test_size`` and select a random seed for reproducibility with ``random_state``" ] }, { "cell_type": "code", "execution_count": 7, "id": "9f930505", "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(\n", " X[:,0].reshape(-1, 1), y, test_size=0.20, random_state=42\n", ")" ] }, { "cell_type": "markdown", "id": "9c8a9ea0", "metadata": {}, "source": [ "We are creating an object from the Linear Regression model provided by ``scikit-learn``. This object will later be used to:\n", "\n", "- Learn the relationship between input data (X) and output (y)\n", "- Predict new values\n", "- Estimate the best fitting line\n", "\n", "The parameter ``fit_intercept`` controls whether the model should compute the intercept (bias term) automatically. The intercept is the value of the model when all input features are 0.\n", "\n", "To train the model we use ``fit``" ] }, { "cell_type": "code", "execution_count": 8, "id": "de7bda41", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
LinearRegression()
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" ], "text/plain": [ "LinearRegression()" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = LinearRegression(fit_intercept=True)\n", "model.fit(X_train, y_train)\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "7c333029", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_line = model.predict(X_train)\n", "\n", "plt.scatter(X_train, y_train, alpha=0.5)\n", "plt.plot(X_train, y_line, color=\"red\")\n", "\n", "plt.xlabel(\"Median Income\")\n", "plt.ylabel(\"House Price\")\n", "plt.title(\"Linear Regression Fit\")\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "2847cfda", "metadata": {}, "source": [ "Now, we can test the model with our test set. We use `predict` to make predictions" ] }, { "cell_type": "code", "execution_count": 10, "id": "710ab61c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE: 0.5607409611878408\n", "MSE: 0.541693531329875\n" ] } ], "source": [ "y_pred= model.predict(X_test)\n", "mae = mean_absolute_error(y_test, y_pred)\n", "mse = mean_squared_error(y_test, y_pred)\n", "\n", "print(\"MAE:\", mae)\n", "print(\"MSE:\", mse)" ] }, { "cell_type": "markdown", "id": "73d3eed0", "metadata": {}, "source": [ "
\n", " III. Logistic Regression \n", "
" ] }, { "cell_type": "markdown", "id": "d72271bb", "metadata": {}, "source": [ "Logistic regression is a statistical and machine learning technique primarily used for binary classification tasks, although it can also be generalized to multiple categories. Its goal is to model the probability that an observation belongs to a specific class based on a set of predictive variables (also known as features or attributes).\n", "\n", "Unlike linear regression, which predicts continuous values, logistic regression predicts a probability — a value between 0 and 1. To achieve this, it uses a sigmoid or logistic function, which transforms any input (which can range from −∞ to ∞ ) into a value within this interval.\n", "\n", "I am going to use the iris dataset: " ] }, { "cell_type": "code", "execution_count": 11, "id": "3741fc4b", "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_iris\n", "iris = load_iris()\n", "X = iris.data\n", "y = (iris.target == 0).astype(int) # this line set 1 if is setosa, and 0 if not." ] }, { "cell_type": "code", "execution_count": 12, "id": "1effb954", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature_names = iris.feature_names\n", "combinations = [(0, 1), (2, 3), (0, 2), (1, 3)] # 4 pares de características\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n", "axes = axes.flatten()\n", "\n", "for i, (f1, f2) in enumerate(combinations):\n", " X_pair = X[:, [f1, f2]]\n", " ax = axes[i]\n", " ax.scatter(X_pair[:, 0], X_pair[:, 1], c=y, cmap='coolwarm', edgecolors='k')\n", " ax.set_title(f'{feature_names[f1]} vs {feature_names[f2]}')\n", " ax.set_xlabel(feature_names[f1])\n", " ax.set_ylabel(feature_names[f2])\n", "\n", "plt.suptitle(\"Samples visualization between pair features\", fontsize=14)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1958db10", "metadata": {}, "source": [ "We are going to use the first and second feature: " ] }, { "cell_type": "code", "execution_count": 13, "id": "ffe63553", "metadata": {}, "outputs": [], "source": [ "X = X[:, :2]" ] }, { "cell_type": "markdown", "id": "224796f0", "metadata": {}, "source": [ "
\n", "\n", "_Mini Activity_\n", "\n", "Divide the data into train and test" ] }, { "cell_type": "code", "execution_count": null, "id": "0b9458ef", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "1d700249", "metadata": {}, "source": [ "Let's create a Logistic Regression model. We can indicate the following parameters: \n", "\n", "``penalty`` : Controls regularization type (how the model avoids overfitting):\n", "- 'l2' → default, most common (smooth weights)\n", "- 'l1' → makes some features exactly 0 (feature selection)\n", "- 'elasticnet' → mix of L1 + L2\n", "- None → no regularization (rare, can overfit)\n", "\n", "_What is overfitting?_ Overfitting happens when a model learns the training data too well, including noise and random patterns, instead of learning the general underlying structure.\n", "\n", "``C``: Controls regularization strength\n", "- Small C → strong regularization (simpler model)\n", "- Large C → weak regularization (fits data more closely)\n", "- C = np.inf → no regularization\n", "\n", "``max_iter``: Maximum training iterations.\n", "\n", "``class_weight``: Handles imbalanced datasets. If set to ``balanced`` automatically adjusts weights. Class weights are used when dataset has imbalanced classes (one class appears much more than another). They tell the model to pay attention to the rare class so mistakes on the minority class are penalized more. \n" ] }, { "cell_type": "markdown", "id": "5c72301a", "metadata": {}, "source": [ "
\n", "\n", "_Mini Activity_\n", "\n", "Put any parameters" ] }, { "cell_type": "code", "execution_count": 14, "id": "44aacec8", "metadata": {}, "outputs": [], "source": [ "model = LogisticRegression()" ] }, { "cell_type": "markdown", "id": "342dc1b7", "metadata": {}, "source": [ "
\n", "\n", "_Mini Activity_\n", "\n", "Train the model using `fit` and predict the test set using `predict`" ] }, { "cell_type": "code", "execution_count": null, "id": "2b304f18", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "c08aead1", "metadata": {}, "source": [ "Let's evaluate the model. We are going to use the classification report function." ] }, { "cell_type": "code", "execution_count": null, "id": "680012fa", "metadata": {}, "outputs": [], "source": [ "print(\"\\nReport:\\n\", classification_report(???, ???))" ] }, { "cell_type": "markdown", "id": "e3264e3c", "metadata": {}, "source": [ "Let's also visualize the confusion matrix: " ] }, { "cell_type": "code", "execution_count": null, "id": "517a3bca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 506, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "cm = confusion_matrix(y_test, y_pred)\n", "sns.heatmap(cm, annot=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "99bf49fb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_decision_regions_test_only(X_test, y_test, model, feature_indices=(0, 1)):\n", " f1, f2 = feature_indices\n", "\n", " x_min, x_max = X_test[:, f1].min() - 1, X_test[:, f1].max() + 1\n", " y_min, y_max = X_test[:, f2].min() - 1, X_test[:, f2].max() + 1\n", "\n", " xx, yy = np.meshgrid(\n", " np.arange(x_min, x_max, 0.01),\n", " np.arange(y_min, y_max, 0.01)\n", " )\n", "\n", " X_grid = np.zeros((xx.ravel().shape[0], X_test.shape[1]))\n", "\n", " X_grid[:, f1] = xx.ravel()\n", " X_grid[:, f2] = yy.ravel()\n", "\n", " # fill other features with mean values\n", " for i in range(X_test.shape[1]):\n", " if i != f1 and i != f2:\n", " X_grid[:, i] = np.mean(X_test[:, i])\n", "\n", " Z = model.predict(X_grid).reshape(xx.shape)\n", "\n", " plt.contourf(xx, yy, Z, alpha=0.3)\n", " plt.scatter(X_test[:, f1], X_test[:, f2], c=y_test, edgecolor='k')\n", " plt.title(f\"Decision Boundary (Test Set) - features {f1},{f2}\")\n", " plt.show()\n", "\n", "plot_decision_regions_test_only(X_test, y_test, model)" ] }, { "cell_type": "markdown", "id": "944bccc4", "metadata": {}, "source": [ "
\n", " IV. SVM \n", "
" ] }, { "cell_type": "markdown", "id": "001a7b65", "metadata": {}, "source": [ "A Support Vector Machine (SVM) is a supervised machine learning algorithm used for classification (and also regression). It tries to find the best possible boundary (hyperplane) that separates classes with the maximum margin.\n", "\n", "If we have two groups of points in a 2D space, SVM chooses one line that separates the classes correctly, leaves the largest possible margin between them and uses only the most important points, called support vectors. Those support vectors are the points closest to the decision boundary." ] }, { "cell_type": "markdown", "id": "1391a03d", "metadata": {}, "source": [ "The most important parameters: \n", "- ``C``: This is the regularization parameters which controls the trade-off between maximizing margin and minimizing classification error. \n", " - We can put an small C (0.01), allowing the model to have more margin and tolerance to error, which may underfit. \n", " - We can put a large C (100), can overfit as makes a hard classification of training data. \n", "- ``Kernel`` defines how the data is transformed: \n", "\n", "| Kernel | Meaning | When to use |\n", "|------------|----------------------------|--------------------------------------|\n", "| linear | Straight line boundary | Data is linearly separable |\n", "| rbf | Radial basis function | Non-linear patterns |\n", "| poly | Polynomial boundary | Curved or structured data |\n", "\n", "Depending on the kernel, we have specific parameters: \n", "- `gamma`: This is only used with rbf kernel. Using a low gamm makes a simpler and smooth boundary, while a high gamma makes a more tight boundary and we risk of overfitting. \n", "- `degree`: This is only used in polynomial kernel. It controls the complexity of the polinomial boundary. With a low degree computes a simple curve, with a high degree we can risk of overfitting. \n", "- `coef0`: " ] }, { "cell_type": "markdown", "id": "67b3268e", "metadata": {}, "source": [ "
\n", "\n", "_Mini Activity_\n", "\n", "Can you try different kernels, C and other parameters? " ] }, { "cell_type": "code", "execution_count": null, "id": "78e0bd93", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
SVC(C=1, kernel='linear')
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" ], "text/plain": [ "SVC(C=1, kernel='linear')" ] }, "execution_count": 508, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = SVC(kernel='linear', C=1)\n", "model.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": null, "id": "236f704c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 1.0\n" ] } ], "source": [ "y_pred = model.predict(X_test)\n", "print(\"Accuracy:\", accuracy_score(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": null, "id": "8b7a269d", "metadata": {}, "outputs": [], "source": [ "def plot_svm_decision_boundary(model, X, y, titol=None):\n", " if titol is None:\n", " titol = \"Decision Regions\"\n", "\n", " # Crear un meshgrid\n", " xx, yy = np.meshgrid(np.linspace(X[:, 0].min() - 1, X[:, 0].max() + 1, 500),\n", " np.linspace(X[:, 1].min() - 1, X[:, 1].max() + 1, 500))\n", " Z = model.decision_function(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", "\n", " # Dibuixar l'hiperplà i els marges\n", " plt.contourf(xx, yy, Z > 0, alpha=0.6, cmap='coolwarm')\n", " plt.contour(xx, yy, Z, levels=[-1, 0, 1], colors=['blue', 'black', 'red'],\n", " linestyles=['--', '-', '--'])\n", " plt.scatter(X[:, 0], X[:, 1], c=y, cmap='coolwarm', edgecolor='k')\n", " plt.title(titol)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "5b0ed1ff", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_svm_decision_boundary(model, X_test, y_test, f\"SVM amb C=1\")" ] }, { "cell_type": "markdown", "id": "5b9f3721", "metadata": {}, "source": [ "
\n", " V. Exercise \n", "
" ] }, { "cell_type": "markdown", "id": "83800b26", "metadata": {}, "source": [ "
\n", "\n", "_Linear Regression_" ] }, { "cell_type": "markdown", "id": "e5801f61", "metadata": {}, "source": [ "We will use the Global Sea levels dataset from NASA. This dataset tracks sea level change since 1993 using satellite data.\n", "\n", "You can download the dataset here: [Link](https://github.com/bmalcover/AppOC/blob/main/docs/_static/01/sealevel.csv)\n", "\n", "You can find more information here: [Link](https://www.kaggle.com/datasets/kkhandekar/global-sea-level-1993-2021)" ] }, { "cell_type": "code", "execution_count": 16, "id": "13f4fe73", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearTotalWeightedObservationsGMSL_noGIAStdDevGMSL_noGIASmoothedGSML_noGIAGMSL_GIAStdDevGMSL_GIASmoothedGSML_GIASmoothedGSML_GIA_sigremoved
01993327401.31-38.5989.86-38.76-38.5989.86-38.75-38.57
11993324498.41-41.9790.86-39.78-41.9790.86-39.77-39.11
21993333018.19-41.9387.27-39.62-41.9187.27-39.61-38.58
31993297483.19-42.6790.75-39.67-42.6590.74-39.64-38.34
41993321635.81-37.8690.26-38.75-37.8390.25-38.72-37.21
\n", "
" ], "text/plain": [ " Year TotalWeightedObservations GMSL_noGIA StdDevGMSL_noGIA \\\n", "0 1993 327401.31 -38.59 89.86 \n", "1 1993 324498.41 -41.97 90.86 \n", "2 1993 333018.19 -41.93 87.27 \n", "3 1993 297483.19 -42.67 90.75 \n", "4 1993 321635.81 -37.86 90.26 \n", "\n", " SmoothedGSML_noGIA GMSL_GIA StdDevGMSL_GIA SmoothedGSML_GIA \\\n", "0 -38.76 -38.59 89.86 -38.75 \n", "1 -39.78 -41.97 90.86 -39.77 \n", "2 -39.62 -41.91 87.27 -39.61 \n", "3 -39.67 -42.65 90.74 -39.64 \n", "4 -38.75 -37.83 90.25 -38.72 \n", "\n", " SmoothedGSML_GIA_sigremoved \n", "0 -38.57 \n", "1 -39.11 \n", "2 -38.58 \n", "3 -38.34 \n", "4 -37.21 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "df = pd.read_csv(\"sealevel.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "50ba6a98", "metadata": {}, "source": [ "We will use only one feature to make it simple." ] }, { "cell_type": "code", "execution_count": 17, "id": "496dc4d8", "metadata": {}, "outputs": [], "source": [ "X = df[[\"Year\"]] # use only 1 feature\n", "y = df[\"SmoothedGSML_GIA_sigremoved\"]" ] }, { "cell_type": "markdown", "id": "4811d599", "metadata": {}, "source": [ "Split the data: " ] }, { "cell_type": "code", "execution_count": 18, "id": "0f3acc3b", "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.3, random_state=42\n", ")" ] }, { "cell_type": "markdown", "id": "45d39e12", "metadata": {}, "source": [ "__Task 1__\n", "\n", "Create and train a model. " ] }, { "cell_type": "code", "execution_count": null, "id": "ac4de053", "metadata": {}, "outputs": [], "source": [ "# TODO" ] }, { "cell_type": "markdown", "id": "276e6eae", "metadata": {}, "source": [ "__Task 2__\n", "\n", "Make predictions, check the parameters and evaluate the model using MAE and MSE. " ] }, { "cell_type": "code", "execution_count": null, "id": "af05d1b4", "metadata": {}, "outputs": [], "source": [ "y_pred = ...\n", "# TODO" ] }, { "cell_type": "code", "execution_count": null, "id": "d83e41ed", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_test, y_test, color=\"blue\", label=\"Real data\")\n", "plt.plot(X_test, y_pred, color=\"red\", label=\"Regression line\")\n", "\n", "plt.xlabel(\"Feature\")\n", "plt.ylabel(\"Target\")\n", "plt.legend()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "cv", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }