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@abfo
Last active February 15, 2025 19:30
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Python perceptron implementation, and sklearn example. From https://ithoughthecamewithyou.com/post/simple-perceptron
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Iris Classification with a Perceptron\n",
"\n",
"I recently read [Why Machines Learn](https://www.penguin.co.uk/books/446849/why-machines-learn-by-ananthaswamy-anil/9780241586488) by Anil Ananthaswamy and this has inspired me to play around with some of the models discussed in the book. I'm starting with the Perceptron, invented by Frank Rosenblatt in the late 50s, and as well as the book I'm leaning on [this](https://towardsdatascience.com/perceptron-and-its-implementation-in-python-f87d6c7aa428) and [this](https://www.geeksforgeeks.org/sklearn-classification-using-perceptron/) for some of the implementation details. I'm using the Iris dataset from [Kaggle](https://www.kaggle.com/datasets/uciml/iris)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import Perceptron\n",
"from sklearn import metrics\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.metrics import confusion_matrix"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the Data\n",
"\n",
"The dataset contains 50 sets of measurements for each of three Iris species. We're losing the Virginica and the ID column. Perceptrons like data that can be linearly separated and the remaining two, Setosa and Versicolor fit the bill. Seaborn has a nice pairplot to visualize the features - sepal length and width, and petal length and width that form the four features. We're using scikit learn to use 80% of the sample training and 20% for validation. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm Species\n",
"0 5.1 3.5 1.4 0.2 Iris-setosa\n",
"1 4.9 3.0 1.4 0.2 Iris-setosa\n",
"2 4.7 3.2 1.3 0.2 Iris-setosa\n",
"3 4.6 3.1 1.5 0.2 Iris-setosa\n",
"4 5.0 3.6 1.4 0.2 Iris-setosa\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1143x1000 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# load and plot data\n",
"data = pd.read_csv('Iris.csv')\n",
"data = data[data['Species'] != 'Iris-virginica']\n",
"data = data.drop('Id', axis=1) \n",
"\n",
"print(data.head())\n",
"sns.pairplot(data, hue='Species') \n",
"\n",
"# divide data into test and training sets\n",
"X = data.drop('Species', axis=1)\n",
"y = data['Species']\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Manual Perceptron\n",
"\n",
"This is fairly simple - if weights * data is >0 then predict one class, otherwise the other (1 and -1 for the perceptron). For this sample Iris-setosa is 1 and Iris-versicolor is -1. The training algorithm updates weights after each data point if it's wrong (so this is stochastic gradient descent). I set this up to train for 10 epochs but get a good fit after 1, and all the validation data passes as well. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 0 - Errors: 9\n",
"Epoch 1 - Errors: 0\n",
"Validation errors: 0\n"
]
}
],
"source": [
"def predict(X, weights):\n",
" value = np.dot(X, weights.T)\n",
" if value > 0:\n",
" return 1\n",
" return -1\n",
"\n",
"def flower_to_value(flower):\n",
" if flower == 'Iris-setosa':\n",
" return 1\n",
" return -1 \n",
"\n",
"epochs = 10\n",
"# the first weight is the bias, the rest are the weights for the features\n",
"weights = np.zeros(5)\n",
"\n",
"X_train_np = X_train.values\n",
"y_train_np = y_train.values\n",
"\n",
"for epoch in range(epochs):\n",
" error_count = 0\n",
" for sample, label in zip(X_train_np, y_train_np):\n",
" #insert 1 at the start of sample - this is the bias value\n",
" sample = np.insert(sample, 0, 1)\n",
" prediction = predict(sample, weights)\n",
" expected = flower_to_value(label)\n",
" if (prediction * expected) <= 0:\n",
" error_count += 1\n",
" # in the event of a prediction error, update weights with expected value * the sample\n",
" weights += expected * sample\n",
" print(f'Epoch {epoch} - Errors: {error_count}')\n",
" if (error_count == 0):\n",
" break\n",
"\n",
"X_test_np = X_test.values\n",
"y_test_np = y_test.values\n",
"\n",
"validation_error_count = 0\n",
"for sample, label in zip(X_test_np, y_test_np):\n",
" sample = np.insert(sample, 0, 1)\n",
" prediction = predict(sample, weights)\n",
" expected = flower_to_value(label)\n",
" if prediction != expected:\n",
" validation_error_count += 1\n",
" \n",
"print(f'Validation errors: {validation_error_count}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sklearn Perceptron\n",
"\n",
"Finally a quick test using the sklearn perceptron. This also manages to fit a model with perfect accuracy. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sklearn Perceptron accuracy: 1.0\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"clf = Perceptron(max_iter=1000, eta0=0.1)\n",
"clf.fit(X_train, y_train)\n",
"y_pred = clf.predict(X_test)\n",
"accuracy = accuracy_score(y_test, y_pred)\n",
"print(f'Sklearn Perceptron accuracy: {accuracy}')\n",
"\n",
"conf_matrix = confusion_matrix(y_test, y_pred)\n",
"cm_display = metrics.ConfusionMatrixDisplay(confusion_matrix = conf_matrix, display_labels = [False, True])\n",
"\n",
"cm_display.plot()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.11.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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