diff --git a/KNN/K-nearest neighbor.ipynb b/KNN/K-nearest neighbor.ipynb new file mode 100755 index 0000000..e1eccbf --- /dev/null +++ b/KNN/K-nearest neighbor.ipynb @@ -0,0 +1,419 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import imageio as imio\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Si tienes algún error al ejecutar la celda anterior verifica que tu ambiente de anaconda tenga las librerías necesarias." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Clasificación con K-nearest neighbors\n", + "En este notebook vamos a implementar K-nearest neighbors, nuestro algoritmo va a **clasificar** a que raza pertenece la imagen de un perro, para entrenar nuestro algoritmo vamos a utilizar un set de datos contiene imagenes de 120 razas de perros, en total son 10,222 imagenes. No trabajaremos directamente con las imágenes, existe un paso de pre-procesamiento que toma como entrada una imágen y devuelve un vector para la imágen, el vector puede ser considerado un vector de features que describen el contenido de la imágen. No nos preocuparemos de momento por como se obtiene este vector o calcula exactamente, el pre-procesamiento ya fue dado.\n", + "\n", + "Data: [Dog Breed Identification](https://www.kaggle.com/c/dog-breed-identification/data)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Pre-procesamiento\n", + "\n", + "El pre-procesamiento ya fue realizado y el dataset preparado y esta listo para usarse, para esto se aplico un proceso conocido como \"transfer learning\" usando la red neuronal \"Inception\" de Google(tema a cubrirse en proximas clases) , para esta tarea ignoremos este detalle y pensemos que se nos da un dataset con features donde cada columna representa una característica de entrada importante,pero no nos interesa conocer los detalles. \n", + "\n", + "Estas features/características fueron almacenadas en un matriz de numpy.\n", + "\n", + "En esta parte del notebook solo hay que ejecutar las celdas para cargar los datos, estos datos van a servir de entrada para nuestra implementación de K-nearest neighbors con tensorflow.\n", + "\n", + "### Referencias opcionales para transfer learning y \"Google inception\"\n", + "##### Inception\n", + "https://www.tensorflow.org/tutorials/image_recognition\n", + "\n", + "https://research.googleblog.com/2016/03/train-your-own-image-classifier-with.html\n", + "\n", + "##### Transfer Learning\n", + "https://www.datacamp.com/community/tutorials/transfer-learning" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "images_inception_features = './pre-processing/training_inception_features_array.npy'\n", + "training_image_labels_array = './pre-processing/training_image_labels_array.npy'\n", + "training_image_names_array = './pre-processing/training_image_names_array.npy'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "TRAIN_DICTIONARY_KEYS = [\"images\", \"label\",\"features\"]\n", + "\n", + "training_set_dict = dict()\n", + " \n", + "training_set_dict['images_name'] = np.load(training_image_names_array)\n", + "training_set_dict['label'] = np.load(training_image_labels_array)\n", + "training_set_dict['features'] = np.load(images_inception_features)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# K-Nearest Neighbors" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La data la vamos a manejar en los siguientes 3 arreglos: \n", + "\n", + "- features : features de la imagen dadas por google Inception\n", + "- labels : label de la imagen, identifica que raza es\n", + "- images_name : nombre de la imgen original, si descargan el dataset con link en la descripcion pueden buscar la imagen original por este nombre." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "## Cargamos las features y las labes de cada feature\n", + "features = training_set_dict['features']\n", + "labels = training_set_dict['label']\n", + "images_name = training_set_dict['images_name']" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10222" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(features)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Las labels pertenecientes a las features tienen el mismo indice, Ejemplo:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Label: golden_retriever\n", + "Nombre: 0021f9ceb3235effd7fcde7f7538ed62\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Indice 4\n", + "\n", + "print('Label: ',labels[4])\n", + "\n", + "print('Nombre: ',images_name[4])\n", + "\n", + "img = imio.imread('./data/train/'+images_name[4]+'.jpg')\n", + "plt.imshow(img)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Implementa tu codigo de K-Neighbors aqui:\n", + "\n", + "El siguiente es un ejemplo de como puedes definir tu función para predecir la raza sobre un punto x_predict ,a través de uscar los \"k\" vecinos mas cercanos en X_train y devolver como predicción el \"y\" que mas se repite(la moda) correspondiente a esos \"k\" valores de X_train , este \"y\" estará dado por Y_train. Debemos usar numpy a pesar de que se presenta un ejemplo de tensorflow.\n", + "\n", + "Un ejemplo de KNN en tensorflow: http://marubon-ds.blogspot.com/2017/09/knn-k-nearest-neighbors-by-tensorflow.html (este tiene diferencias, usar como guía no copiar literal, por ejemplo este usa una métrica de distancia diferente a la que debemos usar: distancia euclidiana )\n", + "\n", + "\n", + "#### Instrucciones:\n", + "1. Implementar KNN en la función predecir_raza_KNN usando numpy usando distancia euclidiana\n", + "2. Ejecutar el modelo con las 2 imagenes de prueba.\n", + "\n", + "#### Tip\n", + "Algunas funciones útiles:\n", + "* np.sum(): sumar los elementos de un tensor.\n", + "* np.sqrt(): calcular la raíz cuadrada de los elementos de un tensor, por ejemplo usada en la fórmula de distancia euclídiana.\n", + "* np.argsort(): ordenar los elementos de un tensor y devolver las posiciones ordenadas, por ejemplo para ordenar las distancias.\n", + "* collections.Counter(): crear un contador(por ejemplo para contar cuantas ocurrencias hay para cada clase)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "outputs": [], + "source": [ + "def predecir_raza_KNN(x_predict,X_train,Y_train,k):\n", + " y = None\n", + " \n", + " #\n", + " return y #asigna a \"y\" la predicción resulatnte" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Probamos el algoritmo con nuevas imagenes \n", + "\n", + "Como buena practica luego de entrenar nuestro algoritmo, lo probamos con imagenes que no ha visto antes " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "outputs": [], + "source": [ + "test_features = np.load('./data/test/test_inception_features_array.npy')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prueba 1" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img_test = imio.imread('./data/test/test1.jpg')\n", + "plt.imshow(img_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "outputs": [], + "source": [ + "predict_image = test_features[0]\n", + "\n", + "## Ejecuta tu modelo con la entrada de `predict_image`\n", + "# Deberiamos obtener: german_shepherd" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Prueba 2" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img_test = imio.imread('./data/test/test2.jpg')\n", + "plt.imshow(img_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } + }, + "outputs": [], + "source": [ + "## Ejecuta tu modelo con la entrada de `predict_image`\n", + "# Deberiamos obtener: american_staffordshire_terrier #\n", + "predict_image = test_features[1]\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Implementa knn con sklearn para comparar tu implementación:\n", + "\n", + "En esta sección utilizarás los mismos datos y realizaras el mismo proceso pero con la implementación de knn existente en sklearn: https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html. Acá se dá un ejemplo de knn usando sklearn(para datos ficticios dados), debemos usar código similar pero con el dataset de razas de perros" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X = [[0], [1], [2], [3]]\n", + "y = [0, 0, 1, 1]\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "neigh = KNeighborsClassifier(n_neighbors=3) #entrenar el clasificador usando vecinos\n", + "neigh.fit(X, y)\n", + "print(neigh.predict([[1.1]])) #predicción de clase\n", + "print(neigh.predict_proba([[0.9]])) #predicción de probabilidad" + ] + } + ], + "metadata": { + "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": "3.7.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/KNN/data/.DS_Store b/KNN/data/.DS_Store new file mode 100755 index 0000000..3ad16dd Binary files /dev/null and b/KNN/data/.DS_Store differ diff --git a/KNN/data/test/.ipynb_checkpoints/test1-checkpoint.jpg b/KNN/data/test/.ipynb_checkpoints/test1-checkpoint.jpg new file mode 100755 index 0000000..3fa6031 Binary files /dev/null and b/KNN/data/test/.ipynb_checkpoints/test1-checkpoint.jpg differ diff --git a/KNN/data/test/.ipynb_checkpoints/test2-checkpoint.jpg b/KNN/data/test/.ipynb_checkpoints/test2-checkpoint.jpg new file mode 100755 index 0000000..66a7e65 Binary files /dev/null and b/KNN/data/test/.ipynb_checkpoints/test2-checkpoint.jpg differ diff --git a/KNN/data/test/test1.jpg b/KNN/data/test/test1.jpg new file mode 100755 index 0000000..3fa6031 Binary files /dev/null and b/KNN/data/test/test1.jpg differ diff --git a/KNN/data/test/test2.jpg b/KNN/data/test/test2.jpg new file mode 100755 index 0000000..66a7e65 Binary files /dev/null and b/KNN/data/test/test2.jpg differ diff --git a/KNN/data/test/test_inception_features_array.npy b/KNN/data/test/test_inception_features_array.npy new file mode 100755 index 0000000..6016697 Binary files /dev/null and b/KNN/data/test/test_inception_features_array.npy differ diff --git a/KNN/data/train/.ipynb_checkpoints/0021f9ceb3235effd7fcde7f7538ed62-checkpoint.jpg b/KNN/data/train/.ipynb_checkpoints/0021f9ceb3235effd7fcde7f7538ed62-checkpoint.jpg new file mode 100755 index 0000000..b188e5e Binary files /dev/null and b/KNN/data/train/.ipynb_checkpoints/0021f9ceb3235effd7fcde7f7538ed62-checkpoint.jpg differ diff --git a/KNN/data/train/0021f9ceb3235effd7fcde7f7538ed62.jpg b/KNN/data/train/0021f9ceb3235effd7fcde7f7538ed62.jpg new file mode 100755 index 0000000..b188e5e Binary files /dev/null and b/KNN/data/train/0021f9ceb3235effd7fcde7f7538ed62.jpg differ diff --git a/KNN/pre-processing/training_image_labels_array.npy b/KNN/pre-processing/training_image_labels_array.npy new file mode 100755 index 0000000..be88e73 Binary files /dev/null and b/KNN/pre-processing/training_image_labels_array.npy differ diff --git a/KNN/pre-processing/training_image_names_array.npy b/KNN/pre-processing/training_image_names_array.npy new file mode 100755 index 0000000..59e13c6 Binary files /dev/null and b/KNN/pre-processing/training_image_names_array.npy differ diff --git a/KNN/pre-processing/training_inception_features_array.npy b/KNN/pre-processing/training_inception_features_array.npy new file mode 100755 index 0000000..9d80cd5 Binary files /dev/null and b/KNN/pre-processing/training_inception_features_array.npy differ