From 1560d86a3dde88b36a2fbdfaa477d3d15c72827c Mon Sep 17 00:00:00 2001 From: Felipe Augusto de Moraes Machado Date: Wed, 6 Oct 2021 21:16:36 -0300 Subject: [PATCH] =?UTF-8?q?Adicionado=20notebook=20de=20mamografia=20e=20c?= =?UTF-8?q?riado=20nova=20pasta=20de=20sa=C3=BAde?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- "Sa\303\272de/Mamografia/mamografia.ipynb" | 699 +++++++++++++++++++++ "Sa\303\272de/README.md" | 4 + 2 files changed, 703 insertions(+) create mode 100644 "Sa\303\272de/Mamografia/mamografia.ipynb" create mode 100644 "Sa\303\272de/README.md" diff --git "a/Sa\303\272de/Mamografia/mamografia.ipynb" "b/Sa\303\272de/Mamografia/mamografia.ipynb" new file mode 100644 index 0000000..41d4551 --- /dev/null +++ "b/Sa\303\272de/Mamografia/mamografia.ipynb" @@ -0,0 +1,699 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import SimpleITK as sitk\n", + "import advanced_radiomics.extract as ext\n", + "\n", + "import cv2\n", + "import os\n", + "import glob\n", + "\n", + "from scipy.stats import skew, kurtosis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def getImages(case_name):\n", + " \"\"\"\n", + " Função que recebe um caso e seleciona a imagem cropped.\n", + " \"\"\"\n", + " path = f\"../data/mamografia/data/CBIS-DDSM/{case_name}/**/*.dcm\"\n", + " r = glob.glob(path, recursive=True)\n", + " \n", + " size_min = np.inf\n", + " crop_file = None\n", + " \n", + " for file in r:\n", + " size = os.path.getsize(file)\n", + " if size < size_min:\n", + " size_min = size\n", + " crop_file = file\n", + " \n", + " return ext.openFile(crop_file)\n", + "\n", + "\n", + "def getFirstOrderFeatures(crop_img):\n", + " \"\"\"\n", + " Função que calcula features de primeira ordem dada uma imagem.\n", + " \"\"\"\n", + " \n", + " # Os pixels do arquivo .dcm vão de 0 até 65535 (int16), para evitar\n", + " # trabalhar com números muito grandes, dividir por 65535.\n", + " crop_np = (sitk.GetArrayFromImage(crop_img)/65535).flatten()\n", + " \n", + " ### Calcula todas as features\n", + " Energy = np.sum(crop_np**2)\n", + " Min = np.min(crop_np)\n", + " Max = np.max(crop_np)\n", + " Mean = np.mean(crop_np)\n", + " Std = np.std(crop_np)\n", + " Skew = skew(crop_np)\n", + " Kurtosis = kurtosis(crop_np)\n", + " \n", + " ### Cria DataFrame com essas features\n", + " columns = [\"Energy\", \"Min\", \"Max\", \"Mean\", \"Std\", \"Skewness\", \"Kurtosis\"]\n", + " values = [[Energy, Min, Max, Mean, Std, Skew, Kurtosis]]\n", + " feat_df = pd.DataFrame(values, columns=columns)\n", + " return feat_df\n", + "\n", + "\n", + "def pipelineFO(case_name):\n", + " \"\"\"\n", + " \n", + " \"\"\"\n", + " \n", + " crop_img = getImages(case_name)\n", + " \n", + " return getFirstOrderFeatures(crop_img)\n", + "\n", + "\n", + "def createBins(image, n_bins=8):\n", + " image_np = sitk.GetArrayFromImage(image)/65535\n", + " return np.sum(list(map(lambda v: image_np > v, np.linspace(0,image_np.max(),n_bins))), axis=(0,1))\n", + "\n", + "\n", + "def calcGLCMFeatures(image_np):\n", + " glcm_matrix = greycomatrix(image_np.astype(np.uint8), [1], [0, np.pi/4, np.pi/2, 3*np.pi/4], levels=32)\n", + " #glcm_matrix_final = glcm_matrix.mean(axis=(2,3)).reshape((glcm_matrix.shape[0], glcm_matrix.shape[1], 1, 1))\n", + " \n", + " cols = ['contrast', 'dissimilarity', 'homogeneity', 'energy', 'correlation', 'ASM']\n", + " angles = [0,45,90, 135]\n", + " columns = []\n", + " values = []\n", + " for col in cols:\n", + " values.append(greycoprops(glcm_matrix, col).flatten())\n", + " columns += list(map(lambda a: f\"{col}_{a}\", angles))\n", + " \n", + " return pd.DataFrame(np.concatenate(values).reshape(1,-1), columns=columns)\n", + " \n", + " \n", + "def pipelineGLCM(case_name, bins=32):\n", + " crop_img = getImages(case_name)\n", + " \n", + " crop_bin = createBins(crop_img, bins)\n", + " \n", + " return calcGLCMFeatures(crop_bin)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Main" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "### Abrindo dados de treino e teste\n", + "train_mass = pd.read_csv(\"../data/mamografia/data/mass_case_description_train_set.csv\")\n", + "test_mass = pd.read_csv(\"../data/mamografia/data/mass_case_description_test_set.csv\")\n", + "\n", + "### Abrindo metadata\n", + "metadata = pd.read_csv(os.path.join(\"../data/mamografia/data/metadata.csv\"))\n", + "\n", + "### Gerando o informação para juntar com informação do metadata\n", + "train_mass[\"Data Description URI\"] = train_mass[\"cropped image file path\"].apply(lambda r: r.split(\"/\")[0])\n", + "test_mass[\"Data Description URI\"] = test_mass[\"cropped image file path\"].apply(lambda r: r.split(\"/\")[0])\n", + "train_mass = train_mass[train_mass[\"pathology\"] != \"BENIGN_WITHOUT_CALLBACK\"].reset_index(drop=True)\n", + "test_mass = test_mass[test_mass[\"pathology\"] != \"BENIGN_WITHOUT_CALLBACK\"].reset_index(drop=True)\n", + "\n", + "### Juntando as duas bases\n", + "# Aqui pode gerar linhas quase que duplicadas, pois alguns 'ROIs' e 'Cropped images'\n", + "# foram salvas em subpastas distintas. No entanto, o código para acessar o cropped\n", + "# é invariante a isso, portanto, é possível remover essas linhas sem problema.\n", + "train_df = train_mass.merge(metadata).drop_duplicates(\"Data Description URI\")\n", + "test_df = test_mass.merge(metadata).drop_duplicates(\"Data Description URI\")\n", + "\n", + "### Removendo os casos 'Bening withou callback'\n", + "train_df = train_df[train_df[\"pathology\"] != \"BENIGN_WITHOUT_CALLBACK\"]\n", + "test_df = test_df[test_df[\"pathology\"] != \"BENIGN_WITHOUT_CALLBACK\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "### Abrindo um caso de exemplo\n", + "image_original_path = \"../data/mamografia/data/CBIS-DDSM/Mass-Test_P_00145_LEFT_MLO/10-04-2016-DDSM-NA-06894/1.000000-full mammogram images-73003/1-1.dcm\"\n", + "image_crop_path = \"../data/mamografia/data/CBIS-DDSM/Mass-Test_P_00145_LEFT_MLO_1/10-04-2016-DDSM-NA-02159/1.000000-cropped images-45939/1-1.dcm\"\n", + "image_roi_path = \"../data/mamografia/data/CBIS-DDSM/Mass-Test_P_00145_LEFT_MLO_1/10-04-2016-DDSM-NA-52166/1.000000-ROI mask images-28215/1-1.dcm\"\n", + "\n", + "image_original = ext.openFile(image_original_path)\n", + "image_roi = ext.openFile(image_roi_path)\n", + "image_crop = ext.openFile(image_crop_path)\n", + "\n", + "### Visualização dos 3 tipos de imagens\n", + "fig, ax = plt.subplots(1,3, figsize=(12,8))\n", + "ax[0].imshow(sitk.GetArrayFromImage(image_original)[0], cmap='gray')\n", + "ax[0].axis('off')\n", + "ax[0].set_title(\"Imagem Original\")\n", + "ax[1].imshow(sitk.GetArrayFromImage(image_roi)[0], cmap='gray')\n", + "ax[1].axis('off')\n", + "ax[1].set_title(\"Segmentação\")\n", + "ax[2].imshow(sitk.GetArrayFromImage(image_crop)[0], cmap='gray')\n", + "ax[2].axis('off')\n", + "ax[2].set_title(\"Região da massa\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Análise de features\n", + "\n", + "Temos duas classes, massas malignas e benignas, no nosso dataset. Será que existem características simples que já ajudam a diferenciar essas duas classes?\n", + "\n", + "Para isso, veremos 3 tipos de features diferentes:\n", + "
1 - Features de Primeira Ordem\n", + "
2 - Features de Geometria\n", + "
3 - Features de Segunda Ordem" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### FO (Features de Primeira Ordem)\n", + "\n", + "Features de primeira ordem são features que analisam o histograma da imagem, não analisando a relação entre os pixels vizinhos." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "### Gerando as features de treino e teste\n", + "result_train = train_mass[\"Data Description URI\"].apply(pipelineFO)\n", + "result_test = test_mass[\"Data Description URI\"].apply(pipelineFO)\n", + "\n", + "### Convertendo para Pandas\n", + "fo_train_df = pd.concat(result_train.values).reset_index(drop=True)\n", + "fo_test_df = pd.concat(result_test.values).reset_index(drop=True)\n", + "\n", + "### Juntando com os dados de patologia e criando a classe (maligno 1, benigno 0)\n", + "fo_train_df = pd.concat([train_mass[[\"pathology\"]], fo_train_df], axis=1)\n", + "fo_train_df[\"classe\"] = (fo_train_df[\"pathology\"] == \"MALIGNANT\").astype(int)\n", + "fo_test_df = pd.concat([test_mass[[\"pathology\"]], fo_test_df], axis=1)\n", + "fo_test_df[\"classe\"] = (fo_test_df[\"pathology\"] == \"MALIGNANT\").astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "### Criando os X e y\n", + "X_train = fo_train_df.drop([\"pathology\", \"classe\", \"Max\"], axis=1).values\n", + "y_train = fo_train_df[\"classe\"].values\n", + "X_test = fo_test_df.drop([\"pathology\", \"classe\", \"Max\"], axis=1).values\n", + "y_test = fo_test_df[\"classe\"].values\n", + "\n", + "### Calculando os valores minimos e maximos para normalização\n", + "X_max = X_train.max(axis=0)\n", + "X_min = X_train.min(axis=0)\n", + "\n", + "### Normalizando treino e teste\n", + "X_train_n = (X_train - X_min)/(X_max - X_min)\n", + "X_test_n = (X_test - X_min)/(X_max - X_min)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import Ridge\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "from sklearn.metrics import roc_auc_score" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC: 0.556\n" + ] + } + ], + "source": [ + "### Treinando um Gradient Boosting\n", + "model = GradientBoostingClassifier().fit(X_train_n, y_train)\n", + "y_predict = model.predict_proba(X_test_n)[:,1]\n", + "\n", + "### Printando métrica\n", + "print(f\"AUC: {round(roc_auc_score(y_test, y_predict),3)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Features de Geometria (Shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Número de geometrias no treino: (1214, 15)\n", + "Número de geometrias no teste: (341, 12)\n" + ] + } + ], + "source": [ + "### Pegando o Dummies da coluna do formato (treino)\n", + "train_dummies = pd.get_dummies(train_mass[\"mass shape\"])\n", + "print(f\"Número de geometrias no treino: {train_dummies.shape}\")\n", + "\n", + "### Pegando o Dummies da coluna do formato (teste)\n", + "test_dummies = pd.get_dummies(test_mass[\"mass shape\"])\n", + "print(f\"Número de geometrias no teste: {test_dummies.shape}\")\n", + "\n", + "### Criando a lista com todas os tipos de formatos\n", + "columns = set(test_dummies.columns).union(set(train_dummies.columns))\n", + "columns = list(columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Número de formatos distintos: 18\n" + ] + } + ], + "source": [ + "### Número de formatos distintos\n", + "print(f\"Número de formatos distintos: {len(columns)}\")\n", + "\n", + "### Preenchendo os formatos 'faltantes'\n", + "for col in columns:\n", + " ### Treino\n", + " if col not in train_dummies.columns:\n", + " train_dummies[col] = 0\n", + " \n", + " ### Teste\n", + " if col not in test_dummies.columns:\n", + " test_dummies[col] = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "### Criando os X e y\n", + "X_train = train_dummies[columns].values\n", + "y_train = (train_mass[\"pathology\"] == \"MALIGNANT\").astype(int).values\n", + "X_test = test_dummies[columns].values\n", + "y_test = (test_mass[\"pathology\"] == \"MALIGNANT\").astype(int).values" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC: 0.769\n" + ] + } + ], + "source": [ + "### Treinando um Gradient Boosting\n", + "model = GradientBoostingClassifier().fit(X_train, y_train)\n", + "y_predict = model.predict_proba(X_test)[:,1]\n", + "\n", + "### Printando métrica\n", + "print(f\"AUC: {round(roc_auc_score(y_test, y_predict),3)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "importance_df = pd.DataFrame(model.feature_importances_.reshape(1,-1), columns=columns)\n", + "importance_df = importance_df.sort_values(0, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with sns.axes_style('white'):\n", + " plt.figure(figsize=(10, 10))\n", + " plt.barh(importance_df.columns, importance_df.values.flatten(), color='#4361ee')\n", + " plt.title(\"Importância de cada formato no Modelo\", fontsize=20)\n", + " plt.yticks(fontsize=12)\n", + " plt.xticks(fontsize=12)\n", + " plt.xlabel(\"Importância\", fontsize=14)\n", + " plt.grid(axis='x')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IrregularNot Irregular
MALIGNANT0.8391810.401376
BENIGN0.1608190.598624
\n", + "
" + ], + "text/plain": [ + " Irregular Not Irregular\n", + "MALIGNANT 0.839181 0.401376\n", + "BENIGN 0.160819 0.598624" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i_df = train_mass[train_mass[\"mass shape\"] == \"IRREGULAR\"][\"pathology\"].value_counts(normalize=True).to_frame(name=\"Irregular\")\n", + "ni_df = train_mass[train_mass[\"mass shape\"] != \"IRREGULAR\"][\"pathology\"].value_counts(normalize=True).to_frame(name=\"Not Irregular\")\n", + "concat_df = pd.concat([i_df, ni_df], axis=1)\n", + "concat_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Features de Segunda ordem" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from skimage.feature import greycomatrix, greycoprops" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "image_example = getImages(\"Mass-Training_P_00133_LEFT_CC_1\")\n", + "\n", + "image_2 = createBins(image_example, 2)\n", + "image_4 = createBins(image_example, 4)\n", + "image_8 = createBins(image_example, 8)\n", + "image_16 = createBins(image_example, 16)\n", + "image_32 = createBins(image_example, 32)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(2,3, figsize=(14,8))\n", + "image_np = sitk.GetArrayFromImage(image_example)\n", + "ax[0,0].imshow(image_np[0], cmap='gray')\n", + "ax[0,0].axis('off')\n", + "ax[0,0].set_title(\"Original\")\n", + "ax[0,1].imshow(image_2, cmap='gray')\n", + "ax[0,1].axis('off')\n", + "ax[0,1].set_title(\"2 bins\")\n", + "ax[0,2].imshow(image_4, cmap='gray')\n", + "ax[0,2].axis('off')\n", + "ax[0,2].set_title(\"4 bins\")\n", + "ax[1,0].imshow(image_8, cmap='gray')\n", + "ax[1,0].axis('off')\n", + "ax[1,0].set_title(\"8 bins\")\n", + "ax[1,1].imshow(image_16, cmap='gray')\n", + "ax[1,1].axis('off')\n", + "ax[1,1].set_title(\"16 bins\")\n", + "ax[1,2].imshow(image_32, cmap='gray')\n", + "ax[1,2].axis('off')\n", + "ax[1,2].set_title(\"32 bins\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "### Gerando as features de treino e teste\n", + "result_train = train_mass[\"Data Description URI\"].apply(pipelineGLCM)\n", + "result_test = test_mass[\"Data Description URI\"].apply(pipelineGLCM)\n", + "\n", + "### Convertendo para Pandas\n", + "glcm_train_df = pd.concat(result_train.values).reset_index(drop=True)\n", + "glcm_test_df = pd.concat(result_test.values).reset_index(drop=True)\n", + "\n", + "### Juntando com os dados de patologia e criando a classe (maligno 1, benigno 0)\n", + "glcm_train_df = pd.concat([train_mass[[\"pathology\"]], glcm_train_df], axis=1)\n", + "glcm_train_df[\"classe\"] = (glcm_train_df[\"pathology\"] == \"MALIGNANT\").astype(int)\n", + "glcm_test_df = pd.concat([test_mass[[\"pathology\"]], glcm_test_df], axis=1)\n", + "glcm_test_df[\"classe\"] = (glcm_test_df[\"pathology\"] == \"MALIGNANT\").astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "### Criando os X e y\n", + "X_train = glcm_train_df.drop([\"pathology\", \"classe\"], axis=1).values\n", + "y_train = glcm_train_df[\"classe\"].values\n", + "X_test = glcm_test_df.drop([\"pathology\", \"classe\"], axis=1).values\n", + "y_test = glcm_test_df[\"classe\"].values" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC: 0.59\n" + ] + } + ], + "source": [ + "### Treinando um Gradient Boosting\n", + "model = GradientBoostingClassifier().fit(X_train, y_train)\n", + "y_predict = model.predict_proba(X_test)[:,1]\n", + "\n", + "### Printando métrica\n", + "print(f\"AUC: {round(roc_auc_score(y_test, y_predict),3)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Juntando tudo" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "### Juntando todas as informações\n", + "train_full = pd.concat([fo_train_df, train_dummies, glcm_train_df], axis=1)\n", + "test_full = pd.concat([fo_test_df, test_dummies, glcm_test_df], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "### Criando treino e teste\n", + "X_train = train_full.drop([\"pathology\", \"Max\", \"classe\"], axis=1).values\n", + "X_test = test_full.drop([\"pathology\", \"Max\", \"classe\"], axis=1).values" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AUC: 0.784\n" + ] + } + ], + "source": [ + "### Treinando um Gradient Boosting\n", + "model = GradientBoostingClassifier().fit(X_train, y_train)\n", + "y_predict = model.predict_proba(X_test)[:,1]\n", + "\n", + "### Printando métrica\n", + "print(f\"AUC: {round(roc_auc_score(y_test, y_predict),3)}\")" + ] + } + ], + "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": "3.7.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git "a/Sa\303\272de/README.md" "b/Sa\303\272de/README.md" new file mode 100644 index 0000000..fce015b --- /dev/null +++ "b/Sa\303\272de/README.md" @@ -0,0 +1,4 @@ +# 💸 Saúde + +Artigos do Grupo Turing sobre aplicações de IA na área da Saúde. +