{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# <center> Deep Learning - Keras","metadata":{}},{"cell_type":"markdown","source":"## Convolutional Neural Networks (CNN)\nIf you want to apply machine learning to **image recognition**, convolutional neural networks (**CNN**) is the way to go. It has been sweeping the board in competitions for the last several years, but perhaps its first big success came in the late 90's when [Yann LeCun][1] used it to solve **MNIST** with 99.5% accuracy. I will show you how it is done in **Keras**, which is a user-friendly neural network **library** for python.\n\nMany other notebooks here use a simple **fully-connected network** (**no convolution**) to achieve 96-97%, which is a poor result on this dataset. In contrast, what I will show you here is nearly state-of-the-art. In the Kernel (<20 minutes training) we will achieve 99%, but if you train it overnight (or with a **GPU**) you should reach 99.5. If you then ensemble over several runs, you should get close to the best published accuracy of 99.77% . (Ignore the 100% results on the leaderboard; they were created by learning the test set through repeat submissions)\n\nHere goes:\n\n\n  http://yann.lecun.com/exdb/lenet/","metadata":{}},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport matplotlib.pyplot as plt\n%matplotlib inline\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import confusion_matrix","metadata":{"_cell_guid":"19d8eb6b-9b71-029c-06e1-7e74975ae669","execution":{"iopub.status.busy":"2022-07-10T19:40:47.754981Z","iopub.execute_input":"2022-07-10T19:40:47.755716Z","iopub.status.idle":"2022-07-10T19:40:48.837061Z","shell.execute_reply.started":"2022-07-10T19:40:47.755590Z","shell.execute_reply":"2022-07-10T19:40:48.835834Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If you don't already have [Keras][1], you can easily install it through conda or pip. It relies on either tensorflow or theano, so you should have these installed first. Keras is already available here in the kernel and on Amazon deep learning AMI.\n\n* import keras pip: **pip install keras**\n* install keras: **isudo pip3 install keras**\n\n**Keras Installation and Environment setup:**\n\n* Step 1: Install Python. It is the primary task to install Python in your system.\n* Step 2: Now, Open the Command Prompt. \n* Step 3: Now, type 'pip' in Command Prompt. \n* Step 4: Write 'pip install tensorflow==1.8' in Command Prompt.\n* Step 5: Write 'pip install keras' on Command Prompt.\n\n  [1]: https://keras.io/","metadata":{"_cell_guid":"8e18fecf-bc7e-dd8d-0894-2601c3f69e97"}},{"cell_type":"markdown","source":"LeNet\n\n![image.png](attachment:08e94d76-a132-48f4-a2b7-5ce52ee0ba7f.png)\n\n![image.png](attachment:9c35b220-02dc-430f-b77f-45e8c3a1114b.png)","metadata":{},"attachments":{"08e94d76-a132-48f4-a2b7-5ce52ee0ba7f.png":{"image/png":"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"},"9c35b220-02dc-430f-b77f-45e8c3a1114b.png":{"image/png":"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"}}},{"cell_type":"code","source":"from keras.utils.np_utils import to_categorical # convert to one-hot-encoding OHE\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D, BatchNormalization\nfrom tensorflow.keras.optimizers import Adam\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.callbacks import LearningRateScheduler","metadata":{"_cell_guid":"76adcf6f-d109-e47d-d8f0-c7a26e986df5","execution":{"iopub.status.busy":"2022-07-10T19:41:11.204608Z","iopub.execute_input":"2022-07-10T19:41:11.205023Z","iopub.status.idle":"2022-07-10T19:41:21.335372Z","shell.execute_reply.started":"2022-07-10T19:41:11.204989Z","shell.execute_reply":"2022-07-10T19:41:21.334452Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_file = \"../input/train.csv\"\ntest_file = \"../input/test.csv\"\noutput_file = \"submission.csv\"","metadata":{"_cell_guid":"249daad0-7a0d-ad43-2bf9-4861ffac0d90","execution":{"iopub.status.busy":"2022-07-10T19:41:24.173198Z","iopub.execute_input":"2022-07-10T19:41:24.173896Z","iopub.status.idle":"2022-07-10T19:41:24.178713Z","shell.execute_reply.started":"2022-07-10T19:41:24.173855Z","shell.execute_reply":"2022-07-10T19:41:24.177547Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_file","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:41:26.945801Z","iopub.execute_input":"2022-07-10T19:41:26.946182Z","iopub.status.idle":"2022-07-10T19:41:26.954900Z","shell.execute_reply.started":"2022-07-10T19:41:26.946153Z","shell.execute_reply":"2022-07-10T19:41:26.953735Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Load the data","metadata":{"_cell_guid":"b3a8472f-d3a1-949d-3bb4-2935b53c4f17"}},{"cell_type":"markdown","source":"As always, we split the data into a **training** set and a **validation** set, so that we can evaluate the performance of our model.","metadata":{"_cell_guid":"fc8110b9-1087-2221-1399-6d218a494319"}},{"cell_type":"code","source":"raw_data = np.loadtxt(train_file, skiprows=1, dtype='int', delimiter=',')\nx_train, x_val, y_train, y_val = train_test_split(\n    raw_data[:,1:], raw_data[:,0], test_size=0.1)","metadata":{"_cell_guid":"95cd483d-23ae-fa98-3823-724e41ed4b5b","execution":{"iopub.status.busy":"2022-07-10T19:41:32.933811Z","iopub.execute_input":"2022-07-10T19:41:32.934601Z","iopub.status.idle":"2022-07-10T19:41:50.136805Z","shell.execute_reply.started":"2022-07-10T19:41:32.934551Z","shell.execute_reply":"2022-07-10T19:41:50.135387Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**np.loadtxt**: Load data from a text file. Each row in the text file must have the same number of values. Which columns to read, with 0 being the first","metadata":{}},{"cell_type":"code","source":"print(raw_data)\n\nprint(raw_data.shape)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:47:02.190685Z","iopub.execute_input":"2022-07-10T19:47:02.191106Z","iopub.status.idle":"2022-07-10T19:47:02.197822Z","shell.execute_reply.started":"2022-07-10T19:47:02.191075Z","shell.execute_reply":"2022-07-10T19:47:02.196725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# https://github.com/HabibMrad/tf2_course\nprint(raw_data[:1].shape)\nraw_data[:1]","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:49:28.600380Z","iopub.execute_input":"2022-07-10T19:49:28.600768Z","iopub.status.idle":"2022-07-10T19:49:28.610822Z","shell.execute_reply.started":"2022-07-10T19:49:28.600728Z","shell.execute_reply":"2022-07-10T19:49:28.609834Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Each data point consists of 784 values. A **fully connected net** just treats all these values the same, but a **CNN** treats it as a **28x28 square**. Thes two graphs explain the difference: It's easy to understand why a CNN can get better results.","metadata":{"_cell_guid":"ffbcd0ae-c1a0-b52c-ea4e-5c691e893333"}},{"cell_type":"code","source":"x_train[0].shape","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:52:15.502124Z","iopub.execute_input":"2022-07-10T19:52:15.503335Z","iopub.status.idle":"2022-07-10T19:52:15.510221Z","shell.execute_reply.started":"2022-07-10T19:52:15.503236Z","shell.execute_reply":"2022-07-10T19:52:15.508969Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"x_train[0]","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:52:49.426163Z","iopub.execute_input":"2022-07-10T19:52:49.426626Z","iopub.status.idle":"2022-07-10T19:52:49.435169Z","shell.execute_reply.started":"2022-07-10T19:52:49.426585Z","shell.execute_reply":"2022-07-10T19:52:49.434186Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, ax = plt.subplots(2, 1, figsize=(12,6))\nax[0].plot(x_train[0])\nax[0].set_title('784x1 data')\nax[1].imshow(x_train[0].reshape(28,28), cmap='gray')\nax[1].set_title('28x28 data')","metadata":{"_cell_guid":"77036419-61ff-a6a5-6b67-fa39f1147d11","execution":{"iopub.status.busy":"2022-07-10T19:42:11.689447Z","iopub.execute_input":"2022-07-10T19:42:11.689870Z","iopub.status.idle":"2022-07-10T19:42:12.047128Z","shell.execute_reply.started":"2022-07-10T19:42:11.689833Z","shell.execute_reply":"2022-07-10T19:42:12.046007Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(ax[1].imshow(x_train[0].reshape(28,28), cmap='gray'))\nax[1].imshow(x_train[0].reshape(28,28), cmap='gray')","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:53:50.317641Z","iopub.execute_input":"2022-07-10T19:53:50.318025Z","iopub.status.idle":"2022-07-10T19:53:50.328333Z","shell.execute_reply.started":"2022-07-10T19:53:50.317993Z","shell.execute_reply":"2022-07-10T19:53:50.327558Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(x_train[0].reshape(28,28))","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:54:21.486084Z","iopub.execute_input":"2022-07-10T19:54:21.486502Z","iopub.status.idle":"2022-07-10T19:54:21.494237Z","shell.execute_reply.started":"2022-07-10T19:54:21.486465Z","shell.execute_reply":"2022-07-10T19:54:21.493305Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We now reshape all data this way. **Keras wants an extra dimension in the end, for channels**. If this had been RGB images, there would have been 3 channels, but as MNIST is gray scale it only uses one.\n\nThis notebook is written for the **tensorflow channel ordering**. If you have Keras installed for Theano backend, you might start seeing some error message soon related to channel ordering. This can easily be [solved][1].\n\n\n  [1]: https://keras.io/backend/#set_image_dim_ordering","metadata":{"_cell_guid":"dcee4998-a863-3dd9-57f9-0bde1b2f5099"}},{"cell_type":"code","source":"x_train = x_train.reshape(-1, 28, 28, 1)\nx_val = x_val.reshape(-1, 28, 28, 1)","metadata":{"_cell_guid":"c32f7260-7973-31a4-3991-1bbac6c36b47","execution":{"iopub.status.busy":"2022-07-10T19:55:24.280805Z","iopub.execute_input":"2022-07-10T19:55:24.281192Z","iopub.status.idle":"2022-07-10T19:55:24.286618Z","shell.execute_reply.started":"2022-07-10T19:55:24.281164Z","shell.execute_reply":"2022-07-10T19:55:24.285434Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(x_train.shape)\nprint(x_val.shape)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T19:56:31.864237Z","iopub.execute_input":"2022-07-10T19:56:31.864631Z","iopub.status.idle":"2022-07-10T19:56:31.870764Z","shell.execute_reply.started":"2022-07-10T19:56:31.864595Z","shell.execute_reply":"2022-07-10T19:56:31.869593Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"It would be possible to train the net on the original data, with pixel values 0 to 255. If we use the standard initialization methods for weights, however, data between 0 and 1 should make the net converge faster. ","metadata":{"_cell_guid":"a9604fb0-79b2-eba6-92c3-b1b2b2d59a03"}},{"cell_type":"code","source":"x_train = x_train.astype(\"float32\")/255.\nx_val = x_val.astype(\"float32\")/255.","metadata":{"_cell_guid":"c291c473-5e0e-a947-bea6-22d5feb81797"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The labels were given as integers between 0 and 9. We need to convert these to one-hot encoding, i.e. a 10x1 array with one 1 and nine 0:s, with the position of the 1 showing us the value. See the example, with the position of the 1 showing the correct value for the digit in the graph above.","metadata":{"_cell_guid":"7a60023f-8844-a721-0ff9-39dfd82e0dd5"}},{"cell_type":"code","source":"y_train = to_categorical(y_train)\ny_val = to_categorical(y_val)\n#example:\nprint(y_train[0])","metadata":{"_cell_guid":"fdc43c64-0655-e91d-0659-ceb97a6f3532","execution":{"iopub.status.busy":"2022-07-10T19:56:48.575672Z","iopub.execute_input":"2022-07-10T19:56:48.576041Z","iopub.status.idle":"2022-07-10T19:56:48.585571Z","shell.execute_reply.started":"2022-07-10T19:56:48.576011Z","shell.execute_reply":"2022-07-10T19:56:48.584581Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Train the model\n\nKeras offers **two** different ways of defining a network. We will use the **Sequential API, where you just add on one layer at a time, starting from the input**.\n\nThe most important part are the **convolutional layers Conv2D** : Here they have **16-32 filters** that use **nine weights each** (filter = 3*3) to transform a pixel to a **weighted average** of itself and its eight neighbors. As the same nine weights are used over the **whole image**, the net will pick up **features** that are useful everywhere. As it is only nine weights, we can stack many convolutional layers on top of each other without running out of memory/time. \n\nThe **MaxPooling layers** just look at four neighboring pixels and picks the **maximal** value. This **reduces the size of the image by half**, and by combining convolutional and pooling layers, the net be able to combine its features to learn more **global features** of the image. In the end we use the features in two **fully-connected (Dense) layers**.\n\n**Batch Normalization** is a technical trick to make training faster. **Dropout** is a regularization method, where the layer randomly replaces  a proportion of its weights to zero for each training sample. This forces the net to learn features in a distributed way, not relying to much on a particular weight, and therefore improves generalization. '**relu**' is the activation function x -> max(x,0).\n\nhttps://machinelearningmastery.com/convolutional-layers-for-deep-learning-neural-networks/","metadata":{"_cell_guid":"71f04810-96c8-bc4d-1938-381e2e4b4ec8"}},{"cell_type":"code","source":"model = Sequential()\n\nmodel.add(Conv2D(filters = 16, kernel_size = (3, 3), activation='relu',\n                 input_shape = (28, 28, 1)))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(filters = 16, kernel_size = (3, 3), activation='relu'))\nmodel.add(BatchNormalization())\n#model.add(Conv2D(filters = 16, kernel_size = (3, 3), activation='relu'))\n#model.add(BatchNormalization())\nmodel.add(MaxPool2D(strides=(2,2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Conv2D(filters = 32, kernel_size = (3, 3), activation='relu'))\nmodel.add(BatchNormalization())\nmodel.add(Conv2D(filters = 32, kernel_size = (3, 3), activation='relu'))\nmodel.add(BatchNormalization())\n#model.add(Conv2D(filters = 32, kernel_size = (3, 3), activation='relu'))\n#model.add(BatchNormalization())\nmodel.add(MaxPool2D(strides=(2,2)))\nmodel.add(Dropout(0.25))\n\nmodel.add(Flatten())\nmodel.add(Dense(512, activation='relu'))\nmodel.add(Dropout(0.25))\nmodel.add(Dense(1024, activation='relu'))\nmodel.add(Dropout(0.5))\nmodel.add(Dense(10, activation='softmax'))","metadata":{"_cell_guid":"363e8bc8-a731-01da-9a39-d3914ea7a5c8","execution":{"iopub.status.busy":"2022-07-10T20:13:24.115248Z","iopub.execute_input":"2022-07-10T20:13:24.115701Z","iopub.status.idle":"2022-07-10T20:13:24.369112Z","shell.execute_reply.started":"2022-07-10T20:13:24.115666Z","shell.execute_reply":"2022-07-10T20:13:24.367980Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:13:49.047879Z","iopub.execute_input":"2022-07-10T20:13:49.048334Z","iopub.status.idle":"2022-07-10T20:13:49.056337Z","shell.execute_reply.started":"2022-07-10T20:13:49.048296Z","shell.execute_reply":"2022-07-10T20:13:49.055167Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"What are the different types of Keras models?\n\nModels in keras are available in two types: \n* Keras Sequential Model\n* Keras Functional API\n\nhttps://data-flair.training/blogs/keras-models/","metadata":{}},{"cell_type":"markdown","source":"Another important method to improve generalization is **augmentation**. This means generating more training data by randomly perturbing the images. If done in the right way, it can force the net to only learn **translation-invariant features**. If you train this model over hundreds of epochs, **augmentation will definitely improve your performance**. Here in the Kernel, we will only look at each image 4-5 times, so the difference is smaller. We use a **Keras function for augmentation**.","metadata":{"_cell_guid":"bb0658c9-59f1-5336-9e5d-abcd82010238"}},{"cell_type":"code","source":"datagen = ImageDataGenerator(zoom_range = 0.1,\n                            height_shift_range = 0.1,\n                            width_shift_range = 0.1,\n                            rotation_range = 10)","metadata":{"_cell_guid":"c34d0682-2777-382d-ab1c-fa0186fc0ae7","execution":{"iopub.status.busy":"2022-07-10T20:17:47.139525Z","iopub.execute_input":"2022-07-10T20:17:47.139960Z","iopub.status.idle":"2022-07-10T20:17:47.146163Z","shell.execute_reply.started":"2022-07-10T20:17:47.139926Z","shell.execute_reply":"2022-07-10T20:17:47.144325Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"datagen","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:19:11.606938Z","iopub.execute_input":"2022-07-10T20:19:11.607355Z","iopub.status.idle":"2022-07-10T20:19:11.615259Z","shell.execute_reply.started":"2022-07-10T20:19:11.607320Z","shell.execute_reply":"2022-07-10T20:19:11.613780Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**The model needs to be compiled before training can start**. \n\nAs our **loss function**, we use logloss which is called **''categorical_crossentropy\"** in Keras. Metrics is only used for **evaluation**. \n\nAs **optimizer**, we could have used ordinary stochastic gradient descent (**SGD**), but **Adam** is faster.","metadata":{"_cell_guid":"21ab56fa-c6fb-830a-47d3-3bc40c447ec9"}},{"cell_type":"code","source":"model.compile(loss='categorical_crossentropy', optimizer = Adam(lr=1e-4), metrics=[\"accuracy\"])","metadata":{"_cell_guid":"d0acbcf9-0be3-712f-222d-58e6670dac58","execution":{"iopub.status.busy":"2022-07-10T20:20:13.905654Z","iopub.execute_input":"2022-07-10T20:20:13.906036Z","iopub.status.idle":"2022-07-10T20:20:13.926203Z","shell.execute_reply.started":"2022-07-10T20:20:13.906008Z","shell.execute_reply":"2022-07-10T20:20:13.924927Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We train once with a smaller learning rate to ensure convergence. We then speed things up, only to **reduce the learning rate by 10% every epoch**. Keras has a function for this: **LearningRateScheduler**","metadata":{"_cell_guid":"f8c4ffdf-abb0-7c28-b10b-16c5714b92d0"}},{"cell_type":"code","source":"annealer = LearningRateScheduler(lambda x: 1e-3 * 0.9 ** x)\nannealer","metadata":{"_cell_guid":"856a2d69-b0eb-6962-5323-fd2819d0be24","execution":{"iopub.status.busy":"2022-07-10T20:21:38.269698Z","iopub.execute_input":"2022-07-10T20:21:38.270074Z","iopub.status.idle":"2022-07-10T20:21:38.277032Z","shell.execute_reply.started":"2022-07-10T20:21:38.270043Z","shell.execute_reply":"2022-07-10T20:21:38.276210Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# model.trainable_variables\nmodel.losses","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:31:14.541704Z","iopub.execute_input":"2022-07-10T20:31:14.542847Z","iopub.status.idle":"2022-07-10T20:31:14.549212Z","shell.execute_reply.started":"2022-07-10T20:31:14.542800Z","shell.execute_reply":"2022-07-10T20:31:14.548383Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We will use a very small validation set during training to save time in the kernel.","metadata":{"_cell_guid":"e87ab385-9290-9b87-3b78-716188a140cc"}},{"cell_type":"markdown","source":"fit_generator is used for data augmentation","metadata":{}},{"cell_type":"code","source":"hist = model.fit_generator(datagen.flow(x_train, y_train, batch_size=16),\n                           steps_per_epoch=500,\n                           epochs=20, #Increase this when not on Kaggle kernel\n                           verbose=2,  #1 for ETA, 0 for silent\n                           validation_data=(x_val[:400,:], y_val[:400,:]), #For speed\n                           callbacks=[annealer])","metadata":{"_cell_guid":"b8d960a3-09ed-0802-2b23-4ed583f7492b","execution":{"iopub.status.busy":"2022-07-10T20:23:23.060217Z","iopub.execute_input":"2022-07-10T20:23:23.060673Z","iopub.status.idle":"2022-07-10T20:26:40.203880Z","shell.execute_reply.started":"2022-07-10T20:23:23.060637Z","shell.execute_reply":"2022-07-10T20:26:40.202785Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# hist.__class__\nhist.history","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:32:10.619385Z","iopub.execute_input":"2022-07-10T20:32:10.619803Z","iopub.status.idle":"2022-07-10T20:32:10.627890Z","shell.execute_reply.started":"2022-07-10T20:32:10.619766Z","shell.execute_reply":"2022-07-10T20:32:10.626874Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hist.model","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:33:29.467963Z","iopub.execute_input":"2022-07-10T20:33:29.468342Z","iopub.status.idle":"2022-07-10T20:33:29.474935Z","shell.execute_reply.started":"2022-07-10T20:33:29.468312Z","shell.execute_reply":"2022-07-10T20:33:29.474114Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hist.model.compiled_metrics","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:33:06.132627Z","iopub.execute_input":"2022-07-10T20:33:06.133037Z","iopub.status.idle":"2022-07-10T20:33:06.139125Z","shell.execute_reply.started":"2022-07-10T20:33:06.133000Z","shell.execute_reply":"2022-07-10T20:33:06.138298Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hist.epoch","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:33:49.464868Z","iopub.execute_input":"2022-07-10T20:33:49.465277Z","iopub.status.idle":"2022-07-10T20:33:49.472074Z","shell.execute_reply.started":"2022-07-10T20:33:49.465242Z","shell.execute_reply":"2022-07-10T20:33:49.471206Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hist.params","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:34:06.139580Z","iopub.execute_input":"2022-07-10T20:34:06.139966Z","iopub.status.idle":"2022-07-10T20:34:06.146433Z","shell.execute_reply.started":"2022-07-10T20:34:06.139934Z","shell.execute_reply":"2022-07-10T20:34:06.145709Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hist.validation_data","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:34:22.548795Z","iopub.execute_input":"2022-07-10T20:34:22.549918Z","iopub.status.idle":"2022-07-10T20:34:22.554598Z","shell.execute_reply.started":"2022-07-10T20:34:22.549878Z","shell.execute_reply":"2022-07-10T20:34:22.553341Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Evaluate","metadata":{"_cell_guid":"9ceb04e7-b196-b2ca-ce2b-abcdc8870bcc"}},{"cell_type":"markdown","source":"We only used a subset of the validation set during training, to save time. Now let's check performance on the whole validation set.","metadata":{"_cell_guid":"c64f7ec3-6af5-d3e6-e0e4-21f8e29d969c"}},{"cell_type":"code","source":"final_loss, final_acc = model.evaluate(x_val, y_val, verbose=0)\nprint(\"Final loss: {0:.4f}, final accuracy: {1:.4f}\".format(final_loss, final_acc))","metadata":{"_cell_guid":"d3a2a555-ef78-1cce-3971-0ea4f7bb0c1d","execution":{"iopub.status.busy":"2022-07-10T20:34:35.692121Z","iopub.execute_input":"2022-07-10T20:34:35.692570Z","iopub.status.idle":"2022-07-10T20:34:36.529083Z","shell.execute_reply.started":"2022-07-10T20:34:35.692535Z","shell.execute_reply":"2022-07-10T20:34:36.528233Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(hist.history['loss'], color='b')\nplt.plot(hist.history['val_loss'], color='r')\nplt.show()\nplt.plot(hist.history['acc'], color='b')\nplt.plot(hist.history['val_acc'], color='r')\nplt.show()","metadata":{"_cell_guid":"49fd9696-826d-f95c-3fe6-94fe4d1f0a6c","execution":{"iopub.status.busy":"2022-07-10T20:35:00.221806Z","iopub.execute_input":"2022-07-10T20:35:00.222211Z","iopub.status.idle":"2022-07-10T20:35:00.431995Z","shell.execute_reply.started":"2022-07-10T20:35:00.222179Z","shell.execute_reply":"2022-07-10T20:35:00.430562Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_hat = model.predict(x_val)\ny_pred = np.argmax(y_hat, axis=1)\ny_true = np.argmax(y_val, axis=1)\ncm = confusion_matrix(y_true, y_pred)\nprint(cm)","metadata":{"_cell_guid":"0783efce-d6b9-6d98-3824-0b45260a0f23","execution":{"iopub.status.busy":"2022-07-10T20:36:35.172110Z","iopub.execute_input":"2022-07-10T20:36:35.172639Z","iopub.status.idle":"2022-07-10T20:36:35.979942Z","shell.execute_reply.started":"2022-07-10T20:36:35.172595Z","shell.execute_reply":"2022-07-10T20:36:35.979069Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(y_hat)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:36:42.308558Z","iopub.execute_input":"2022-07-10T20:36:42.308964Z","iopub.status.idle":"2022-07-10T20:36:42.315455Z","shell.execute_reply.started":"2022-07-10T20:36:42.308933Z","shell.execute_reply":"2022-07-10T20:36:42.314594Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_val","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:41:57.519461Z","iopub.execute_input":"2022-07-10T20:41:57.519848Z","iopub.status.idle":"2022-07-10T20:41:57.528215Z","shell.execute_reply.started":"2022-07-10T20:41:57.519818Z","shell.execute_reply":"2022-07-10T20:41:57.527021Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(y_pred)\ny_pred.shape","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:42:02.660032Z","iopub.execute_input":"2022-07-10T20:42:02.661104Z","iopub.status.idle":"2022-07-10T20:42:02.668466Z","shell.execute_reply.started":"2022-07-10T20:42:02.661060Z","shell.execute_reply":"2022-07-10T20:42:02.667267Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(y_true)\ny_true.shape","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:42:06.954283Z","iopub.execute_input":"2022-07-10T20:42:06.955121Z","iopub.status.idle":"2022-07-10T20:42:06.963058Z","shell.execute_reply.started":"2022-07-10T20:42:06.955077Z","shell.execute_reply":"2022-07-10T20:42:06.961926Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Not too bad, considering the minimal amount of training so far. In fact, we have only gone through the training data approximately five times. With proper training we should get really good results.\n\nAs you can see there are quite a few parameters that could be tweaked (number of layers, number of filters, Dropout parameters, learning rate, augmentation settings). This is often done with trial and error, and there is no easy shortcut. \n\nGetting convergence should not be a problem, unless you use an extremely large learning rate. It's easy, however, to create a net that **overfits**, **with perfect results on the training set and very poor results on the validation data**. \n\nIf this happens, you could try **increasing the Dropout parameters**, **increase augmentation**, or perhaps **stop training earlier**. If you instead wants to increase accuracy, try adding on two more layers, or increase the number of filters.","metadata":{"_cell_guid":"5375f3d0-51fd-7199-4109-b32bcb4a4e63"}},{"cell_type":"markdown","source":"## Submit","metadata":{"_cell_guid":"0bd63110-f8f6-6f39-3225-c2f941184f3b"}},{"cell_type":"markdown","source":"To easily get to the top half of the leaderboard, just follow these steps, go to the Kernel's output, and submit \"submission.csv\"","metadata":{"_cell_guid":"86d7a441-e1c9-9ad0-f305-25d0dcedaaee"}},{"cell_type":"code","source":"mnist_testset = np.loadtxt(test_file, skiprows=1, dtype='int', delimiter=',')\nx_test = mnist_testset.astype(\"float32\")\nx_test = x_test.reshape(-1, 28, 28, 1)/255.","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:47:24.932646Z","iopub.execute_input":"2022-07-10T20:47:24.933078Z","iopub.status.idle":"2022-07-10T20:47:36.762432Z","shell.execute_reply.started":"2022-07-10T20:47:24.933042Z","shell.execute_reply":"2022-07-10T20:47:36.761203Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mnist_testset","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"x_test[:1].shape","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:47:49.257353Z","iopub.execute_input":"2022-07-10T20:47:49.258503Z","iopub.status.idle":"2022-07-10T20:47:49.264830Z","shell.execute_reply.started":"2022-07-10T20:47:49.258463Z","shell.execute_reply":"2022-07-10T20:47:49.263725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_hat = model.predict(x_test, batch_size=64)","metadata":{"_cell_guid":"7413800d-21c3-654f-8b39-27e3df9c4391","execution":{"iopub.status.busy":"2022-07-10T20:48:09.246072Z","iopub.execute_input":"2022-07-10T20:48:09.246492Z","iopub.status.idle":"2022-07-10T20:48:12.951930Z","shell.execute_reply.started":"2022-07-10T20:48:09.246454Z","shell.execute_reply":"2022-07-10T20:48:12.950566Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_hat","metadata":{"execution":{"iopub.status.busy":"2022-07-10T20:48:33.976911Z","iopub.execute_input":"2022-07-10T20:48:33.977395Z","iopub.status.idle":"2022-07-10T20:48:33.986866Z","shell.execute_reply.started":"2022-07-10T20:48:33.977355Z","shell.execute_reply":"2022-07-10T20:48:33.985542Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**y_hat consists of class probabilities** (corresponding to the one-hot encoding of the training labels). I now select the class with highest probability","metadata":{"_cell_guid":"074aabf5-4a9a-bfdb-cbdd-0a8f06dc5fae"}},{"cell_type":"code","source":"y_pred = np.argmax(y_hat,axis=1)","metadata":{"_cell_guid":"575d9348-99ec-9b8c-f5a5-ceac44c5308d","execution":{"iopub.status.busy":"2022-07-10T20:49:04.705241Z","iopub.execute_input":"2022-07-10T20:49:04.705698Z","iopub.status.idle":"2022-07-10T20:49:04.712187Z","shell.execute_reply.started":"2022-07-10T20:49:04.705662Z","shell.execute_reply":"2022-07-10T20:49:04.710884Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"with open(output_file, 'w') as f :\n    f.write('ImageId,Label\\n')\n    for i in range(len(y_pred)) :\n        f.write(\"\".join([str(i+1),',',str(y_pred[i]),'\\n']))","metadata":{"_cell_guid":"cbf31eb1-2ffd-efb5-e2b2-b4dda99fa1da","execution":{"iopub.status.busy":"2022-07-10T20:49:27.149010Z","iopub.execute_input":"2022-07-10T20:49:27.149398Z","iopub.status.idle":"2022-07-10T20:49:27.192836Z","shell.execute_reply.started":"2022-07-10T20:49:27.149358Z","shell.execute_reply":"2022-07-10T20:49:27.191942Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Submitting from this notebook usually gives you a result around 99%, with some randomness depending on weight initialization and test/train data split. I achieved 99.3% by averaging over 5 good runs, and you can get higher than that if you train overnight.\n\nIf you've successfully come this far, you can now create similar CNN for all kinds of image recognition problems. Good luck!","metadata":{"_cell_guid":"580a57a8-c8b2-cb5b-9962-a743f50eb5a4"}},{"cell_type":"markdown","source":"Despite that it is not related to the topic here, i suggest some references that are very useful to study TensorFlow for Deep learning on Github:\n\n* https://github.com/mrdbourke/tensorflow-deep-learning\n* https://github.com/HabibMrad/tensorflow?organization=HabibMrad&organization=HabibMrad\n* https://github.com/HabibMrad/tensorflow-deep-learning?organization=HabibMrad&organization=HabibMrad\n* https://github.com/HabibMrad/learn-tensorflow-2?organization=HabibMrad&organization=HabibMrad\n* https://github.com/HabibMrad/TensorFlow-Examples?organization=HabibMrad&organization=HabibMrad\n* https://github.com/HabibMrad/tf2_course","metadata":{}}]}