Malaria-Detection.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load in \n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the \"../input/\" directory.\n# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n\nimport os\nprint(os.listdir(\"../input\"))\n\n# Any results you write to the current directory are saved as output.","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-05-10T05:10:35.766015Z","iopub.execute_input":"2022-05-10T05:10:35.766291Z","iopub.status.idle":"2022-05-10T05:10:35.974895Z","shell.execute_reply.started":"2022-05-10T05:10:35.766242Z","shell.execute_reply":"2022-05-10T05:10:35.973944Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"> > **Importing the suitable libraries : **","metadata":{}},{"cell_type":"code","source":"from PIL import Image\nimport numpy as np\nimport os\nimport cv2\nimport matplotlib.pyplot as plt\nimport keras\nfrom keras.utils import np_utils\nimport warnings\nfrom sklearn.externals import joblib\nwarnings.filterwarnings(\"ignore\")\n#warnings.FutureWarning(\"ignore\")\nfrom keras.models import Sequential\nfrom keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout\n","metadata":{"execution":{"iopub.status.busy":"2022-05-10T05:11:01.450766Z","iopub.execute_input":"2022-05-10T05:11:01.451133Z","iopub.status.idle":"2022-05-10T05:11:03.694546Z","shell.execute_reply.started":"2022-05-10T05:11:01.451089Z","shell.execute_reply":"2022-05-10T05:11:03.692732Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"os.listdir(os.getcwd())","metadata":{"execution":{"iopub.status.busy":"2022-05-10T05:11:15.842812Z","iopub.execute_input":"2022-05-10T05:11:15.843139Z","iopub.status.idle":"2022-05-10T05:11:15.851566Z","shell.execute_reply.started":"2022-05-10T05:11:15.843087Z","shell.execute_reply":"2022-05-10T05:11:15.850513Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"os.getcwd()","metadata":{"execution":{"iopub.status.busy":"2022-05-10T05:11:21.961102Z","iopub.execute_input":"2022-05-10T05:11:21.961395Z","iopub.status.idle":"2022-05-10T05:11:21.966197Z","shell.execute_reply.started":"2022-05-10T05:11:21.961345Z","shell.execute_reply":"2022-05-10T05:11:21.965348Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"data = []\nlabels= []\ndata_1=os.listdir(\"../input/cell_images/cell_images/Parasitized/\")","metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","execution":{"iopub.status.busy":"2022-05-10T05:11:24.792428Z","iopub.execute_input":"2022-05-10T05:11:24.792732Z","iopub.status.idle":"2022-05-10T05:11:26.312211Z","shell.execute_reply.started":"2022-05-10T05:11:24.792669Z","shell.execute_reply":"2022-05-10T05:11:26.311470Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"for i in data_1:\n    try:\n        image = cv2.imread(\"../input/cell_images/cell_images/Parasitized/\"+i)\n        image_from_array= Image.fromarray(image , \"RGB\")\n        size_image =image_from_array.resize((50,50))\n        #resize45=size_image.rotate(15)\n        #resize75 = size_image.rotate(25)\n        #blur =cv2.blur(np.array(size_image),(10,10))\n        data.append(np.array(size_image))\n        labels.append(0)\n        #labels.append(0)\n        #labels.append(0)\n        #labels.append(0)\n        \n    except AttributeError:\n        print(\"\")\nUninfected = os.listdir(\"../input/cell_images/cell_images/Uninfected/\")\nfor b in Uninfected:\n    try :\n        image = cv2.imread(\"../input/cell_images/cell_images/Uninfected/\"+b)\n        array_image=Image.fromarray(image,\"RGB\")\n        size_image=array_image.resize((50,50))\n        resize45= size_image.rotate(15)\n        resize75 = size_image.rotate(25)\n        #blur =cv2.blur(np.array(size_image),(10,10))\n        data.append(np.array(size_image))\n        #data.append(np.array(resize45))\n        #data.append(np.array(resize75))\n        #data.append(np.array(blur))\n        #labels.append(1)\n        #labels.append(1)\n        #labels.append(1)\n        labels.append(1)\n    except AttributeError:\n        print(\"\")","metadata":{"execution":{"iopub.status.busy":"2022-05-10T05:11:32.713171Z","iopub.execute_input":"2022-05-10T05:11:32.713478Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Cells =np.array(data)\nlabels =np.array(labels)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.054566Z","iopub.execute_input":"2022-04-03T09:42:08.055103Z","iopub.status.idle":"2022-04-03T09:42:08.246332Z","shell.execute_reply.started":"2022-04-03T09:42:08.055023Z","shell.execute_reply":"2022-04-03T09:42:08.245428Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(labels.shape)\nprint(Cells.shape)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.248107Z","iopub.execute_input":"2022-04-03T09:42:08.24857Z","iopub.status.idle":"2022-04-03T09:42:08.255843Z","shell.execute_reply.started":"2022-04-03T09:42:08.248486Z","shell.execute_reply":"2022-04-03T09:42:08.254766Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#np.save(\"Cells_data\",Cells)\n#np.save(\"labels_data\",Cells)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.260409Z","iopub.execute_input":"2022-04-03T09:42:08.261033Z","iopub.status.idle":"2022-04-03T09:42:08.266003Z","shell.execute_reply.started":"2022-04-03T09:42:08.260968Z","shell.execute_reply":"2022-04-03T09:42:08.264852Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Cells =np.load(\"Cells_data.npy\")\n#labela =np.load(\"labels_data.npy\")","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.270605Z","iopub.execute_input":"2022-04-03T09:42:08.271192Z","iopub.status.idle":"2022-04-03T09:42:08.275989Z","shell.execute_reply.started":"2022-04-03T09:42:08.271127Z","shell.execute_reply":"2022-04-03T09:42:08.274849Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"s=np.arange(Cells.shape[0])","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.277762Z","iopub.execute_input":"2022-04-03T09:42:08.278389Z","iopub.status.idle":"2022-04-03T09:42:08.284631Z","shell.execute_reply.started":"2022-04-03T09:42:08.278325Z","shell.execute_reply":"2022-04-03T09:42:08.283481Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np.random.shuffle(s)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.286527Z","iopub.execute_input":"2022-04-03T09:42:08.28712Z","iopub.status.idle":"2022-04-03T09:42:08.294719Z","shell.execute_reply.started":"2022-04-03T09:42:08.287045Z","shell.execute_reply":"2022-04-03T09:42:08.293607Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len_data = len(Cells)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.29637Z","iopub.execute_input":"2022-04-03T09:42:08.297158Z","iopub.status.idle":"2022-04-03T09:42:08.303817Z","shell.execute_reply.started":"2022-04-03T09:42:08.297064Z","shell.execute_reply":"2022-04-03T09:42:08.302607Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Cells=Cells[s]\nlabels =labels[s]","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.305807Z","iopub.execute_input":"2022-04-03T09:42:08.306468Z","iopub.status.idle":"2022-04-03T09:42:08.474111Z","shell.execute_reply.started":"2022-04-03T09:42:08.306381Z","shell.execute_reply":"2022-04-03T09:42:08.473233Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"labels =keras.utils.to_categorical(labels)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.476181Z","iopub.execute_input":"2022-04-03T09:42:08.476745Z","iopub.status.idle":"2022-04-03T09:42:08.482242Z","shell.execute_reply.started":"2022-04-03T09:42:08.476522Z","shell.execute_reply":"2022-04-03T09:42:08.48112Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model =Sequential()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.483989Z","iopub.execute_input":"2022-04-03T09:42:08.484714Z","iopub.status.idle":"2022-04-03T09:42:08.524262Z","shell.execute_reply.started":"2022-04-03T09:42:08.48464Z","shell.execute_reply":"2022-04-03T09:42:08.523425Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.add(Conv2D(filters=16,kernel_size=2,padding=\"same\",activation=\"relu\",input_shape=(50,50,3)))\nmodel.add(MaxPooling2D(pool_size=2))\nmodel.add(Conv2D(filters=32,kernel_size=2,padding=\"same\",activation =\"relu\"))\nmodel.add(MaxPooling2D(pool_size=2))\nmodel.add(Conv2D(filters=64,kernel_size=2,padding=\"same\",activation=\"relu\"))\nmodel.add(MaxPooling2D(pool_size=2))\nmodel.add(Flatten())\nmodel.add(Dense(500,activation=\"relu\"))\nmodel.add(Dense(2,activation=\"softmax\"))\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.526698Z","iopub.execute_input":"2022-04-03T09:42:08.527235Z","iopub.status.idle":"2022-04-03T09:42:08.680284Z","shell.execute_reply.started":"2022-04-03T09:42:08.527172Z","shell.execute_reply":"2022-04-03T09:42:08.679421Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.compile(loss=\"categorical_crossentropy\",optimizer=\"adam\",metrics=[\"accuracy\"])","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.68525Z","iopub.execute_input":"2022-04-03T09:42:08.685567Z","iopub.status.idle":"2022-04-03T09:42:08.902378Z","shell.execute_reply.started":"2022-04-03T09:42:08.685492Z","shell.execute_reply":"2022-04-03T09:42:08.901488Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Cells=Cells/255","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:08.905095Z","iopub.execute_input":"2022-04-03T09:42:08.905384Z","iopub.status.idle":"2022-04-03T09:42:10.217485Z","shell.execute_reply.started":"2022-04-03T09:42:08.905327Z","shell.execute_reply":"2022-04-03T09:42:10.216537Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.fit(Cells,labels,batch_size=50,epochs=10,verbose=1)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:10.219961Z","iopub.execute_input":"2022-04-03T09:42:10.220766Z","iopub.status.idle":"2022-04-03T09:42:53.147957Z","shell.execute_reply.started":"2022-04-03T09:42:10.220279Z","shell.execute_reply":"2022-04-03T09:42:53.146905Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.save(\"my_model.h5\")","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:53.149543Z","iopub.execute_input":"2022-04-03T09:42:53.149908Z","iopub.status.idle":"2022-04-03T09:42:53.339652Z","shell.execute_reply.started":"2022-04-03T09:42:53.14985Z","shell.execute_reply":"2022-04-03T09:42:53.338783Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install tensorflow==2.0.0-alpha0\n\nimport tensorflow as tf","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:53.341391Z","iopub.execute_input":"2022-04-03T09:42:53.341799Z","iopub.status.idle":"2022-04-03T09:42:56.813941Z","shell.execute_reply.started":"2022-04-03T09:42:53.34173Z","shell.execute_reply":"2022-04-03T09:42:56.81276Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tf.__version__","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:56.818858Z","iopub.execute_input":"2022-04-03T09:42:56.819225Z","iopub.status.idle":"2022-04-03T09:42:56.828048Z","shell.execute_reply.started":"2022-04-03T09:42:56.819147Z","shell.execute_reply":"2022-04-03T09:42:56.826461Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tf.lite.TFLiteConverter.","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:42:56.829987Z","iopub.execute_input":"2022-04-03T09:42:56.830666Z","iopub.status.idle":"2022-04-03T09:42:56.843094Z","shell.execute_reply.started":"2022-04-03T09:42:56.830423Z","shell.execute_reply":"2022-04-03T09:42:56.839238Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import tensorflow as tf","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:18.718007Z","iopub.execute_input":"2022-04-03T09:48:18.718367Z","iopub.status.idle":"2022-04-03T09:48:18.724315Z","shell.execute_reply.started":"2022-04-03T09:48:18.718292Z","shell.execute_reply":"2022-04-03T09:48:18.722749Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"converter = tf.lite.TFLiteConverter.from_keras_model(model)\ntflite_model = converter.convert()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:23.801811Z","iopub.execute_input":"2022-04-03T09:48:23.802148Z","iopub.status.idle":"2022-04-03T09:48:24.188885Z","shell.execute_reply.started":"2022-04-03T09:48:23.80208Z","shell.execute_reply":"2022-04-03T09:48:24.187572Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"converter = tf.lite.TFLiteConverter.from_saved_model(\"../input/my_model.h5\")\ntflite_model = converter.convert()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:27.468765Z","iopub.execute_input":"2022-04-03T09:48:27.469126Z","iopub.status.idle":"2022-04-03T09:48:27.524544Z","shell.execute_reply.started":"2022-04-03T09:48:27.46906Z","shell.execute_reply":"2022-04-03T09:48:27.523041Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"tf.__version__","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:35.054335Z","iopub.execute_input":"2022-04-03T09:48:35.054733Z","iopub.status.idle":"2022-04-03T09:48:35.063226Z","shell.execute_reply.started":"2022-04-03T09:48:35.054655Z","shell.execute_reply":"2022-04-03T09:48:35.062034Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"joblib.dump(model,\"model\")","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:38.870336Z","iopub.execute_input":"2022-04-03T09:48:38.87079Z","iopub.status.idle":"2022-04-03T09:48:38.925344Z","shell.execute_reply.started":"2022-04-03T09:48:38.870728Z","shell.execute_reply":"2022-04-03T09:48:38.923927Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"joblib.load(\"model\")\njoblib.dump(model,\"model\")\n","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:43.699298Z","iopub.execute_input":"2022-04-03T09:48:43.69966Z","iopub.status.idle":"2022-04-03T09:48:45.341981Z","shell.execute_reply.started":"2022-04-03T09:48:43.699583Z","shell.execute_reply":"2022-04-03T09:48:45.340888Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.save(\"model111.h5\")","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:51.228343Z","iopub.execute_input":"2022-04-03T09:48:51.228718Z","iopub.status.idle":"2022-04-03T09:48:51.292147Z","shell.execute_reply.started":"2022-04-03T09:48:51.228658Z","shell.execute_reply":"2022-04-03T09:48:51.291329Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from keras.models import load_model\nmodel11=load_model(\"model111.h5\")","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:53.969116Z","iopub.execute_input":"2022-04-03T09:48:53.969489Z","iopub.status.idle":"2022-04-03T09:48:55.721028Z","shell.execute_reply.started":"2022-04-03T09:48:53.969409Z","shell.execute_reply":"2022-04-03T09:48:55.719983Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model11.predict(Cells[73].reshape(1,50,50,3))","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:48:58.583186Z","iopub.execute_input":"2022-04-03T09:48:58.58362Z","iopub.status.idle":"2022-04-03T09:48:58.718857Z","shell.execute_reply.started":"2022-04-03T09:48:58.583548Z","shell.execute_reply":"2022-04-03T09:48:58.717781Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"blur=cv2.blur(Cells[1000].rotate(45),(5,5))","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:02.913295Z","iopub.execute_input":"2022-04-03T09:49:02.913713Z","iopub.status.idle":"2022-04-03T09:49:02.935401Z","shell.execute_reply.started":"2022-04-03T09:49:02.913594Z","shell.execute_reply":"2022-04-03T09:49:02.933134Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.imshow(blur)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:09.675638Z","iopub.execute_input":"2022-04-03T09:49:09.676012Z","iopub.status.idle":"2022-04-03T09:49:09.698998Z","shell.execute_reply.started":"2022-04-03T09:49:09.675951Z","shell.execute_reply":"2022-04-03T09:49:09.697654Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(histroy.history[\"loss\"])#.keys()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:12.591289Z","iopub.execute_input":"2022-04-03T09:49:12.591671Z","iopub.status.idle":"2022-04-03T09:49:12.615608Z","shell.execute_reply.started":"2022-04-03T09:49:12.591585Z","shell.execute_reply":"2022-04-03T09:49:12.614291Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from sklearn.externals import joblib","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:23.531602Z","iopub.execute_input":"2022-04-03T09:49:23.532028Z","iopub.status.idle":"2022-04-03T09:49:23.537962Z","shell.execute_reply.started":"2022-04-03T09:49:23.53195Z","shell.execute_reply":"2022-04-03T09:49:23.536845Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"joblib.dump(model,\"Malaria Cell model\")","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:28.642895Z","iopub.execute_input":"2022-04-03T09:49:28.643308Z","iopub.status.idle":"2022-04-03T09:49:28.695258Z","shell.execute_reply.started":"2022-04-03T09:49:28.643239Z","shell.execute_reply":"2022-04-03T09:49:28.69378Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from keras.applications.xception import Xception","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:31.493708Z","iopub.execute_input":"2022-04-03T09:49:31.494067Z","iopub.status.idle":"2022-04-03T09:49:31.49979Z","shell.execute_reply.started":"2022-04-03T09:49:31.493993Z","shell.execute_reply":"2022-04-03T09:49:31.4985Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model1=Xception()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:49:33.848933Z","iopub.execute_input":"2022-04-03T09:49:33.849476Z","iopub.status.idle":"2022-04-03T09:49:46.641592Z","shell.execute_reply.started":"2022-04-03T09:49:33.849376Z","shell.execute_reply":"2022-04-03T09:49:46.640602Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"modl= keras.applications.vgg16.VGG16()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:50:11.426613Z","iopub.execute_input":"2022-04-03T09:50:11.427144Z","iopub.status.idle":"2022-04-03T09:50:14.481911Z","shell.execute_reply.started":"2022-04-03T09:50:11.427066Z","shell.execute_reply":"2022-04-03T09:50:14.480957Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"modl.summary()","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:50:14.511678Z","iopub.execute_input":"2022-04-03T09:50:14.511971Z","iopub.status.idle":"2022-04-03T09:50:14.527714Z","shell.execute_reply.started":"2022-04-03T09:50:14.511928Z","shell.execute_reply":"2022-04-03T09:50:14.526181Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from keras.applications import VGG16 \nvgg_conv = VGG16(weights='imagenet',\n                  include_top=False,\n                  input_shape=(224, 224, 3))","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:50:14.529924Z","iopub.execute_input":"2022-04-03T09:50:14.530278Z","iopub.status.idle":"2022-04-03T09:50:19.120207Z","shell.execute_reply.started":"2022-04-03T09:50:14.530206Z","shell.execute_reply":"2022-04-03T09:50:19.119213Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from keras.preprocessing.image import ImageDataGenerator","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:50:21.877294Z","iopub.execute_input":"2022-04-03T09:50:21.877644Z","iopub.status.idle":"2022-04-03T09:50:21.883673Z","shell.execute_reply.started":"2022-04-03T09:50:21.877566Z","shell.execute_reply":"2022-04-03T09:50:21.88227Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_img=ImageDataGenerator(rescale=1./255,shear_range=0.1,zoom_range=0.2,horizontal_flip=True)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:50:24.758346Z","iopub.execute_input":"2022-04-03T09:50:24.758737Z","iopub.status.idle":"2022-04-03T09:50:24.764409Z","shell.execute_reply.started":"2022-04-03T09:50:24.758673Z","shell.execute_reply":"2022-04-03T09:50:24.762996Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_images=train_img.flow_from_directory(\"../input/cell_images/cell_images/Parasitized/\",target_size=(64,64,3),batch_size=32)","metadata":{"execution":{"iopub.status.busy":"2022-04-03T09:50:28.220498Z","iopub.execute_input":"2022-04-03T09:50:28.220854Z","iopub.status.idle":"2022-04-03T09:50:34.912589Z","shell.execute_reply.started":"2022-04-03T09:50:28.220787Z","shell.execute_reply":"2022-04-03T09:50:34.911559Z"},"trusted":true},"execution_count":null,"outputs":[]}]}