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Perceptron_Pumpkin_Seeds_classification.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Perceptron_Pumpkin_Seeds_classification.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPoLLZld9xzkOBu82XyL4XA",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/aleksejalex/9175f91ec9f63ec9122b991173d5e155/perceptron_pumpkin_seeds_classification.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"\n",
"# **Pumpkin seeds classification via Perceptron**\n",
"*by Aleksej Gaj*\n",
"\n",
"![pumpkin_cover.jpg](data:image/jpeg;base64,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)\n",
"\n"
],
"metadata": {
"id": "78ERIH09Pj7c"
}
},
{
"cell_type": "markdown",
"source": [
"\n",
"\n",
"Main objective of this small project is to implement, to train and to test perceptron as binary classifier on real data.\n",
"\n",
"**Perceptron** is the simplest neural network consisting of single node. One of it's benefits is simple implementation and relatively high accuracy, but it can be used only when these assumptions are made:\n",
"\n",
"\n",
"1. data are *linearly separable*\n",
"2. classification problem is *binary*\n",
"\n",
"Perceptron *finds one hyperplane* (for example in 2D - line) that separates the data.\n",
"\n",
"\n",
"**Decision rule:**\n",
"to check whether datapoint $x$ lies on positive or negative side of the hyperplane\n",
"\n",
"* mathematically hyperplane is a linear function defined in vector space: $$\n",
"\\begin{aligned}\n",
"f(x) = <w|x> + b = w^tx + b,\n",
"\\end{aligned}\n",
"$$ where $x$ is positional vector, $w$ and $b$ are coeficients (also vectors) defining concrete hyperplane out of all existing hyperplanes in defined space.\n",
"\n",
"* to determine \"on which side\" of hyperplane is point $x$ we use activation function - here Heaviside (step) function defined as $$\n",
"\\begin{align}\n",
" h(x) = \\left\\{\n",
" \\begin{array}{cl}\n",
" 1 & \\text{if } x \\ge 0 \\\\\n",
" 0 & \\text{otherwise}\n",
" \\end{array}\n",
" \\right.\n",
" \\end{align}\n",
"$$\n",
"\n",
"* let's note $\\hat{y}(x) := h\\left( w^tx + b \\right)$ (**approximation/prediction**) This formula returns either 1 or 0 depending on which side of hyperplane is located point $x$\n",
"\n",
"**Update rule:** now we have our result $\\hat{y}$ (computed above) and also real value (part of train data). We want to check whether our result is equal to real value or not. In second case we want to change parameters $w$ and $b$ (rotate/shift the hyperplane) in preferred way. In other words - if our prediction was wrong, we want to update our parameters describing the hyperplane.\n",
"\n",
"$$\n",
"\\begin{aligned}\n",
"w = w + \\alpha (<y|x> - <\\hat{y}|x>) = w + \\alpha (y - \\hat{y})x,\n",
"\\end{aligned}\n",
"$$ where $\\alpha \\in <0,1>$ is *learning rate*. \n",
"\n",
"\n"
],
"metadata": {
"id": "g7YCgid7-tF7"
}
},
{
"cell_type": "markdown",
"source": [
"\n",
"\n",
"- done via checking whether (shifted) scalar product $ <w|x> + b $ is positive or negative\n",
"\\begin{equation}\n",
" g(<w|x>)\n",
"\\end{equation}\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"Mathematically perceptron is linear model which can be described by equation:\n",
"$$\n",
"\\begin{aligned}\n",
"f(w,b) = w^tx + b\n",
"\\end{aligned}\n",
"$$\n",
"where $x$ are data (vector), $w$ and $b$ are coeficients defining concrete hyperplane out of all existing hyperplanes in defined space.\n",
"\n",
"\n"
],
"metadata": {
"id": "nTg3UTtzVvNu"
}
},
{
"cell_type": "code",
"source": [
"# updating packages ... NOT NECESSARY\n",
"#!pip install numpy --upgrade\n",
"#!pip install pandas --upgrade\n",
"#!pip install sklearn --upgrade\n",
"#!pip install matplotlib --upgrade\n"
],
"metadata": {
"id": "ayZiAFe4_EWL"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "4AdkcWIj-sTF"
},
"outputs": [],
"source": [
"# importing packages\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.datasets import make_blobs\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import accuracy_score\n",
"\n",
"import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
"\n",
"# functions\n",
"def convert_to_binary(vec):\n",
" \"\"\"\n",
" This function converts any vector to binary form.\n",
" If var in 'vec' is positive, it saves '1' on that place. Otherwise it saves '0' there.\n",
" :param vec:\n",
" :return: vector consisting of '0' and '1' only\n",
" \"\"\"\n",
" return np.array([1 if i > 0 else 0 for i in vec])\n",
"\n",
"\n",
"def accuracy(y_true, y_pred):\n",
" \"\"\"\n",
" accuracy calculation according to SU1\n",
" :param y_true:\n",
" :param y_pred:\n",
" :return:\n",
" \"\"\"\n",
" acc = np.sum(y_true == y_pred) / len(y_true)\n",
" return acc\n"
]
},
{
"cell_type": "markdown",
"source": [
"Defining Perceptron class\n"
],
"metadata": {
"id": "KpvMPvbHAHSx"
}
},
{
"cell_type": "code",
"source": [
"class Perceptron(object):\n",
" def __init__(self, learning_rate=0.3, num_of_iters=1000):\n",
" self.lr = learning_rate\n",
" self.num_of_iters = num_of_iters # number of iterations to fit\n",
" self.activation_fction = self._heaviside # activation fction \\in {heaviside, ...}\n",
" self.w = None # weights\n",
" self.b = None # bias - shifting\n",
"\n",
"\n",
" def _heaviside(self, x):\n",
" \"\"\"\n",
" Puvodni formulace (SPATNA):\n",
" if x >= 0:\n",
" return 1\n",
" else:\n",
" return 0\n",
" Nova formulace je v tele funkce (DOBRA).\n",
" Vysvetleni>>>\n",
" je to nejlepsi zpusob zapisu - protoze je-li vstupem vektor, vrati to\n",
" booleovsky vektor. Muj skolni pristup by vratil jen jedno cislo.\n",
" \"\"\"\n",
" return np.where(x >= 0, 1, 0)\n",
"\n",
"\n",
" def learn(self, X, y):\n",
" \"\"\"\n",
" ...sometimes also 'fit' function or 'train' function\n",
"\n",
" :param X: data\n",
" :param y: real values\n",
" :return:\n",
" \"\"\"\n",
" #getting some constants\n",
" num_of_samples , num_of_features = X.shape\n",
" # Initialise weights\n",
" self.w = np.zeros(num_of_features) # where num_of_features = X.shape[1]\n",
" self.b = 0\n",
"\n",
" y_binary = convert_to_binary(y)\n",
"\n",
" for i in range(self.num_of_iters):\n",
" for j, x_j in enumerate(X):\n",
" y_predicted = self.activation_fction( np.dot(self.w, x_j) + self.b )\n",
" update = self.lr * (y_binary[j] - y_predicted)\n",
" self.w = self.w + update * x_j\n",
" self.b = self.b + update\n",
"\n",
"\n",
" def predict(self, x):\n",
" \"\"\"\n",
" hyperplane is defined by set H = {x | <w|x> + b = 0}\n",
" this function decides whether datapoint x lies on positive side of the hyperplane H or negative one\n",
" :param x:\n",
" :return:\n",
" \"\"\"\n",
" y_predicted = self.activation_fction( np.dot(x, self.w) + self.b )\n",
" return y_predicted"
],
"metadata": {
"id": "suzVQeuXAIK9"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Import data\n",
"\n",
"Selected dataset contains 2500 measurements of 12 features of pumpkin seeds of two types of pumpkins: `Çerçevelik` and `Ürgüp Sivrisi`.\n",
"\n",
"**The task is:** based on two selected features train and test perceptron classifier.\n",
"\n",
"\n",
"Source of data: [https://www.kaggle.com/datasets/muratkokludataset/pumpkin-seeds-dataset](https://www.kaggle.com/datasets/muratkokludataset/pumpkin-seeds-dataset)\n",
"\n",
"Citation: KOKLU, M., SARIGIL, S., & OZBEK, O. (2021). The use of machine learning methods in classification of pumpkin seeds (Cucurbita pepo L.). Genetic Resources and Crop Evolution, 68(7), 2713-2726. Doi: [https://doi.org/10.1007/s10722-021-01226-0](https://doi.org/10.1007/s10722-021-01226-0)\n",
"\n",
"https://link.springer.com/article/10.1007/s10722-021-01226-0\n",
"https://link.springer.com/content/pdf/10.1007/s10722-021-01226-0.pdf\n",
"\n",
"\"Local\" copy of dataset (to make importing to Colab easier): [here](https://github.com/aleksejalex/curly-octo-adventure/raw/main/Pumpkin_Seeds_Dataset.xlsx)"
],
"metadata": {
"id": "BiBJA8kW_F0h"
}
},
{
"cell_type": "code",
"source": [
"def import_data (link):\n",
" \"\"\"\n",
" function to import data in suitable manner\n",
" :param link:\n",
" :return: Matrix 'X' with dimensions 2xN (two features, N measurements) and vector y\n",
" \"\"\"\n",
" dataframe_with_data = pd.read_excel('https://github.com/aleksejalex/curly-octo-adventure/raw/main/Pumpkin_Seeds_Dataset.xlsx')\n",
" array_with_data = dataframe_with_data.to_numpy()\n",
"\n",
" one_feature_column = array_with_data[:, 1]\n",
" another_feature_column = array_with_data[:, 2]\n",
" X = np.stack([one_feature_column, another_feature_column])\n",
" X = X.transpose()\n",
"\n",
" y = array_with_data[:, 12]\n",
" y = np.where(y == 'Çerçevelik', 1, 0)\n",
" return X, y\n"
],
"metadata": {
"id": "tiMxbvqS_HtQ"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# MAIN:\n",
"> import data, train, test, compute accuracy, show graph\n",
"\n"
],
"metadata": {
"id": "x48iCUQM_X75"
}
},
{
"cell_type": "code",
"source": [
"# 1. import data\n",
"X, y = import_data('bla')\n",
"\n",
"# 2. split data (train and test sets)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=1234)\n",
"print(\"train data matrix size: \" + str(X_train.shape))\n",
"print(\"test data matrix size: \" + str(X_test.shape))\n",
"\n",
"# 3. train perceptron\n",
"p = Perceptron(learning_rate=0.7, num_of_iters=1000)\n",
"\n",
"# 4. use perceptron for classification\n",
"p.learn(X_train, y_train)\n",
"predictions = p.predict(X_test)\n",
"\n",
"# 5. compute accuracy and draw a graph\n",
"\n",
"# Kod nize je pujceny z prikladu z cviceni\n",
"print(\"Perceptron classification accuracy\", accuracy(y_test, predictions))\n",
"\n",
"fig = plt.figure(figsize=(16, 10))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"plt.scatter(X_train[:, 0], X_train[:, 1], marker=\"x\", c=y_train)\n",
"plt.scatter(X_test[:, 0], X_test[:, 1], marker=\"o\", c=y_test)\n",
"\n",
"x0_1 = np.amin(X_train[:, 0])\n",
"x0_2 = np.amax(X_train[:, 0])\n",
"\n",
"x1_1 = (-p.w[0] * x0_1 - p.b) / p.w[1]\n",
"x1_2 = (-p.w[0] * x0_2 - p.b) / p.w[1]\n",
"\n",
"ax.plot([x0_1, x0_2], [x1_1, x1_2], \"k\")\n",
"\n",
"ymin = np.amin(X_train[:, 1])\n",
"ymax = np.amax(X_train[:, 1])\n",
"ax.set_ylim([ymin - 3, ymax + 3])\n",
"\n",
"plt.show()"
],
"metadata": {
"id": "W4Ld_esL_XYX",
"outputId": "d2c5729d-6091-47aa-8193-7520a3936448",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 883
}
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"train data matrix size: (1500, 2)\n",
"test data matrix size: (1000, 2)\n",
"Perceptron classification accuracy 0.832\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1600x1000 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Discussion\n",
"Dataset consists of 12 different parameters measured on 2500 pumpkin seeds of two kinds.\n",
"The task was to construct and train perceptron classifier which main objective is to classify which kind of pumpkin the seed came from.\n",
"\n",
"Series of experiments were performed, during which different combination of parameters were choosen for classification.\n",
"\n",
"**Highest prediction accuracy** was achieved when parameters `'Perimeter'` and `'Mayor_axis_length'` were selected for classification - prediction accuracy of **0.832**.\n",
"\n",
"Graph above ilustrates classification data in 2D (two features/two parameters): `'x'` points represent training set of data and `'o'` points represent testing set of data. Whole dataset was split in ratio `3:2` (for `training:testing`).\n",
"\n"
],
"metadata": {
"id": "ONGFW0fQs6Lm"
}
}
]
}
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