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Artificial Neural Network Tutorial","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:79be6f35-c2bb-4bed-b89d-b4d5b189caaa.png)\nArtificial Neural Network Tutorial provides basic and advanced concepts of ANNs. Our Artificial Neural Network tutorial is developed for beginners as well as professions.\n\nThe term \"Artificial neural network\" refers to a biologically inspired sub-field of artificial intelligence modeled after the brain. An Artificial neural network is usually a computational network based on biological neural networks that construct the structure of the human brain. Similar to a human brain has neurons interconnected to each other, artificial neural networks also have neurons that are linked to each other in various layers of the networks. These neurons are known as nodes.\n\nArtificial neural network tutorial covers all the aspects related to the artificial neural network. In this tutorial, we will discuss ANNs, Adaptive resonance theory, Kohonen self-organizing map, Building blocks, unsupervised learning, Genetic algorithm, etc.","metadata":{},"attachments":{"79be6f35-c2bb-4bed-b89d-b4d5b189caaa.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# What is Artificial Neural Network?\n\nThe term \"Artificial Neural Network\" is derived from Biological neural networks that develop the structure of a human brain. Similar to the human brain that has neurons interconnected to one another, artificial neural networks also have neurons that are interconnected to one another in various layers of the networks. These neurons are known as nodes.\n\n![image.png](attachment:1273f6ff-4b09-4767-9a23-39765b92c934.png)\n\n**The given figure illustrates the typical diagram of Biological Neural Network.**\n\n**The typical Artificial Neural Network looks something like the given figure.**\n![image.png](attachment:dab2f268-d029-415f-a616-2de05701ddae.png)\n\nDendrites from Biological Neural Network represent inputs in Artificial Neural Networks, cell nucleus represents Nodes, synapse represents Weights, and Axon represents Output.\n\n","metadata":{},"attachments":{"1273f6ff-4b09-4767-9a23-39765b92c934.png":{"image/png":"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"},"dab2f268-d029-415f-a616-2de05701ddae.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# The architecture of an artificial neural network:\n\nTo understand the concept of the architecture of an artificial neural network, we have to understand what a neural network consists of. In order to define a neural network that consists of a large number of artificial neurons, which are termed units arranged in a sequence of layers. Lets us look at various types of layers available in an artificial neural network.\n\nArtificial Neural Network primarily consists of three layers:\n![image.png](attachment:d4871520-c825-4810-bd78-0ba859d82595.png)\n\nInput Layer:\n\nAs the name suggests, it accepts inputs in several different formats provided by the programmer.\n\nHidden Layer:\n\nThe hidden layer presents in-between input and output layers. It performs all the calculations to find hidden features and patterns.\n\nOutput Layer:\n\nThe input goes through a series of transformations using the hidden layer, which finally results in output that is conveyed using this layer.\n\nThe artificial neural network takes input and computes the weighted sum of the inputs and includes a bias. This computation is represented in the form of a transfer function.\n![image.png](attachment:a4fe1b7a-7818-4dae-8382-8680adfc55a7.png)\nIt determines weighted total is passed as an input to an activation function to produce the output. Activation functions choose whether a node should fire or not. Only those who are fired make it to the output layer. There are distinctive activation functions available that can be applied upon the sort of task we are performing.\n","metadata":{},"attachments":{"d4871520-c825-4810-bd78-0ba859d82595.png":{"image/png":"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"},"a4fe1b7a-7818-4dae-8382-8680adfc55a7.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Advantages of Artificial Neural Network (ANN)\n### Parallel processing capability:\nArtificial neural networks have a numerical value that can perform more than one task simultaneously.\n### Storing data on the entire network:\n\nData that is used in traditional programming is stored on the whole network, not on a database. The disappearance of a couple of pieces of data in one place doesn't prevent the network from working.\n\n### Capability to work with incomplete knowledge:\n\nAfter ANN training, the information may produce output even with inadequate data. The loss of performance here relies upon the significance of missing data.","metadata":{}},{"cell_type":"markdown","source":"# How do artificial neural networks work?\nArtificial Neural Network can be best represented as a weighted directed graph, where the artificial neurons form the nodes. The association between the neurons outputs and neuron inputs can be viewed as the directed edges with weights. The Artificial Neural Network receives the input signal from the external source in the form of a pattern and image in the form of a vector. These inputs are then mathematically assigned by the notations x(n) for every n number of inputs.\n\n![image.png](attachment:62566106-6ad0-46d4-b5f6-e9200f240152.png)\n\nAfterward, each of the input is multiplied by its corresponding weights ( these weights are the details utilized by the artificial neural networks to solve a specific problem ). In general terms, these weights normally represent the strength of the interconnection between neurons inside the artificial neural network. All the weighted inputs are summarized inside the computing unit.\n\nIf the weighted sum is equal to zero, then bias is added to make the output non-zero or something else to scale up to the system's response. Bias has the same input, and weight equals to 1. Here the total of weighted inputs can be in the range of 0 to positive infinity. Here, to keep the response in the limits of the desired value, a certain maximum value is benchmarked, and the total of weighted inputs is passed through the activation function.\n\nThe activation function refers to the set of transfer functions used to achieve the desired output. There is a different kind of the activation function, but primarily either linear or non-linear sets of functions. Some of the commonly used sets of activation functions are the Binary, linear, and Tan hyperbolic sigmoidal activation functions. Let us take a look at each of them in details:\n\nBinary:\nIn binary activation function, the output is either a one or a 0. Here, to accomplish this, there is a threshold value set up. If the net weighted input of neurons is more than 1, then the final output of the activation function is returned as one or else the output is returned as 0.\n\nSigmoidal Hyperbolic:\nThe Sigmoidal Hyperbola function is generally seen as an \"S\" shaped curve. Here the tan hyperbolic function is used to approximate output from the actual net input. The function is defined as:\n\nF(x) = (1/1 + exp(-?x))\n\nWhere ? is considered the Steepness 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"}}},{"cell_type":"markdown","source":"# Types of Artificial Neural Network:\nThere are various types of Artificial Neural Networks (ANN) depending upon the human brain neuron and network functions, an artificial neural network similarly performs tasks. The majority of the artificial neural networks will have some similarities with a more complex biological partner and are very effective at their expected tasks. For example, segmentation or classification.\n\n- Feedback ANN:\nIn this type of ANN, the output returns into the network to accomplish the best-evolved results internally. As per the University of Massachusetts, Lowell Centre for Atmospheric Research. The feedback networks feed information back into itself and are well suited to solve optimization issues. The Internal system error corrections utilize feedback ANNs.\n\n- Feed-Forward ANN:\nA feed-forward network is a basic neural network comprising of an input layer, an output layer, and at least one layer of a neuron. Through assessment of its output by reviewing its input, the intensity of the network can be noticed based on group behavior of the associated neurons, and the output is decided. The primary advantage of this network is that it figures out how to evaluate and recognize input patterns.\n\n\nImported from :- https://www.javatpoint.com/artificial-neural-network","metadata":{}},{"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\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 read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-07-14T18:49:48.875053Z","iopub.execute_input":"2023-07-14T18:49:48.875391Z","iopub.status.idle":"2023-07-14T18:49:48.890538Z","shell.execute_reply.started":"2023-07-14T18:49:48.875354Z","shell.execute_reply":"2023-07-14T18:49:48.889454Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Importing Libraries","metadata":{}},{"cell_type":"code","source":"# Importing Libraries\nimport warnings\nwarnings.filterwarnings('ignore')\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport os","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:49:48.892771Z","iopub.execute_input":"2023-07-14T18:49:48.893096Z","iopub.status.idle":"2023-07-14T18:49:59.600310Z","shell.execute_reply.started":"2023-07-14T18:49:48.893065Z","shell.execute_reply":"2023-07-14T18:49:59.595478Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Reading Data","metadata":{}},{"cell_type":"code","source":"X_train = pd.read_csv('/kaggle/input/digit-recognizer/train.csv')\nX_test = pd.read_csv('/kaggle/input/digit-recognizer/test.csv')","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:49:59.601481Z","iopub.execute_input":"2023-07-14T18:49:59.606381Z","iopub.status.idle":"2023-07-14T18:50:05.468978Z","shell.execute_reply.started":"2023-07-14T18:49:59.606342Z","shell.execute_reply":"2023-07-14T18:50:05.467832Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train.shape , X_test.shape","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.470413Z","iopub.execute_input":"2023-07-14T18:50:05.470854Z","iopub.status.idle":"2023-07-14T18:50:05.479991Z","shell.execute_reply.started":"2023-07-14T18:50:05.470820Z","shell.execute_reply":"2023-07-14T18:50:05.478980Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Checking version of Tensorflow ans Keras\nprint(f\"Tensorflow Version {tf.__version__}\")\nprint(f\"Keras Version {tf.keras.__version__}\")","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.484090Z","iopub.execute_input":"2023-07-14T18:50:05.484612Z","iopub.status.idle":"2023-07-14T18:50:05.501379Z","shell.execute_reply.started":"2023-07-14T18:50:05.484579Z","shell.execute_reply":"2023-07-14T18:50:05.500349Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Just checking directory\nos.getcwd()","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.510059Z","iopub.execute_input":"2023-07-14T18:50:05.510378Z","iopub.status.idle":"2023-07-14T18:50:05.518570Z","shell.execute_reply.started":"2023-07-14T18:50:05.510346Z","shell.execute_reply":"2023-07-14T18:50:05.517668Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# CPU/GPU Check","metadata":{}},{"cell_type":"code","source":"#GPU\ntf.config.list_physical_devices(\"GPU\")","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.519868Z","iopub.execute_input":"2023-07-14T18:50:05.520596Z","iopub.status.idle":"2023-07-14T18:50:05.747501Z","shell.execute_reply.started":"2023-07-14T18:50:05.520561Z","shell.execute_reply":"2023-07-14T18:50:05.746503Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# CPU\ntf.config.list_physical_devices(\"CPU\")","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.748793Z","iopub.execute_input":"2023-07-14T18:50:05.749730Z","iopub.status.idle":"2023-07-14T18:50:05.757104Z","shell.execute_reply.started":"2023-07-14T18:50:05.749695Z","shell.execute_reply":"2023-07-14T18:50:05.756202Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Function for checking\ncheck_list = ['GPU','CPU']\n\nfor device in check_list: \n    out = tf.config.list_physical_devices(device)\n    if len(out) > 0:\n        print(f\"{device} is available!\")\n        print(f\"Details >> {out}\")\n    else:\n        print(f\"{device} isn't available!\")","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.758285Z","iopub.execute_input":"2023-07-14T18:50:05.759268Z","iopub.status.idle":"2023-07-14T18:50:05.767959Z","shell.execute_reply.started":"2023-07-14T18:50:05.759234Z","shell.execute_reply":"2023-07-14T18:50:05.766908Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Dependent and Independent feature ","metadata":{}},{"cell_type":"code","source":"y_train = X_train['label']\nX_train = X_train.drop(['label'], axis = 1)","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.769729Z","iopub.execute_input":"2023-07-14T18:50:05.770212Z","iopub.status.idle":"2023-07-14T18:50:05.872924Z","shell.execute_reply.started":"2023-07-14T18:50:05.770179Z","shell.execute_reply":"2023-07-14T18:50:05.871783Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visuals of Digits","metadata":{}},{"cell_type":"code","source":"X = X_train.values.reshape(-1, 28, 28)\nX[0]","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.874561Z","iopub.execute_input":"2023-07-14T18:50:05.875008Z","iopub.status.idle":"2023-07-14T18:50:05.888108Z","shell.execute_reply.started":"2023-07-14T18:50:05.874974Z","shell.execute_reply":"2023-07-14T18:50:05.887213Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for n in range(10):\n    ax = plt.subplot(5, 5, n+1)\n    plt.imshow(X[n], cmap='gray')\n    plt.axis('off')","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:05.894939Z","iopub.execute_input":"2023-07-14T18:50:05.895828Z","iopub.status.idle":"2023-07-14T18:50:06.265808Z","shell.execute_reply.started":"2023-07-14T18:50:05.895794Z","shell.execute_reply":"2023-07-14T18:50:06.264572Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Validation Split And Scaling","metadata":{}},{"cell_type":"markdown","source":"- create a validation data set from the full training data \n- Scale the data between 0 to 1 by dividing it by 255. as its an unsigned data between 0-255 range","metadata":{}},{"cell_type":"code","source":"X_valid, X_train = X_train[:4000] / 255., X_train[4000:] / 255.\ny_valid, y_train = y_train[:4000], y_train[4000:]\n\n# scale the test set as well\nX_test = X_test / 255.","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:06.278680Z","iopub.execute_input":"2023-07-14T18:50:06.279839Z","iopub.status.idle":"2023-07-14T18:50:06.469752Z","shell.execute_reply.started":"2023-07-14T18:50:06.279780Z","shell.execute_reply":"2023-07-14T18:50:06.468749Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Architechture Used:\n![WhatsApp Image 2023-07-11 at 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"}}},{"cell_type":"markdown","source":"# Layers set","metadata":{}},{"cell_type":"code","source":"# Creating layers of ANN\nLAYERS = [tf.keras.layers.InputLayer(input_shape=[784], name=\"inputLayer\"),\n          tf.keras.layers.BatchNormalization(),\n          tf.keras.layers.Dense(512, activation='relu', name='hiddenlayer1'),\n          tf.keras.layers.BatchNormalization(),\n          tf.keras.layers.Dropout(0.2, name='layers_dropout'),\n          tf.keras.layers.BatchNormalization(),\n          tf.keras.layers.Dense(10, activation='softmax', name='outputlayer')]\n\nmodel_clf = tf.keras.models.Sequential(LAYERS)","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:06.472277Z","iopub.execute_input":"2023-07-14T18:50:06.472596Z","iopub.status.idle":"2023-07-14T18:50:09.139081Z","shell.execute_reply.started":"2023-07-14T18:50:06.472569Z","shell.execute_reply":"2023-07-14T18:50:09.138068Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_clf","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.141258Z","iopub.execute_input":"2023-07-14T18:50:09.141878Z","iopub.status.idle":"2023-07-14T18:50:09.148159Z","shell.execute_reply.started":"2023-07-14T18:50:09.141840Z","shell.execute_reply":"2023-07-14T18:50:09.147260Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_clf.layers","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.149647Z","iopub.execute_input":"2023-07-14T18:50:09.150276Z","iopub.status.idle":"2023-07-14T18:50:09.161637Z","shell.execute_reply.started":"2023-07-14T18:50:09.150242Z","shell.execute_reply":"2023-07-14T18:50:09.160665Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_clf.summary()","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.163043Z","iopub.execute_input":"2023-07-14T18:50:09.163666Z","iopub.status.idle":"2023-07-14T18:50:09.192427Z","shell.execute_reply.started":"2023-07-14T18:50:09.163633Z","shell.execute_reply":"2023-07-14T18:50:09.191754Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Parameter Breakdown\n# firsLayer * secondLayer + bias\n784*300 + 300, 300*100+100, 100*10+10","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.193306Z","iopub.execute_input":"2023-07-14T18:50:09.193629Z","iopub.status.idle":"2023-07-14T18:50:09.199418Z","shell.execute_reply.started":"2023-07-14T18:50:09.193597Z","shell.execute_reply":"2023-07-14T18:50:09.198670Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hidden1 = model_clf.layers[0]\nhidden1.name","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.200559Z","iopub.execute_input":"2023-07-14T18:50:09.200869Z","iopub.status.idle":"2023-07-14T18:50:09.211572Z","shell.execute_reply.started":"2023-07-14T18:50:09.200838Z","shell.execute_reply":"2023-07-14T18:50:09.210780Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"hidden1.get_weights()[0].shape","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.212724Z","iopub.execute_input":"2023-07-14T18:50:09.213025Z","iopub.status.idle":"2023-07-14T18:50:09.228991Z","shell.execute_reply.started":"2023-07-14T18:50:09.212994Z","shell.execute_reply":"2023-07-14T18:50:09.228004Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Model Training","metadata":{}},{"cell_type":"code","source":"import datetime","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.230518Z","iopub.execute_input":"2023-07-14T18:50:09.231158Z","iopub.status.idle":"2023-07-14T18:50:09.235004Z","shell.execute_reply.started":"2023-07-14T18:50:09.231126Z","shell.execute_reply":"2023-07-14T18:50:09.234106Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"LOSS_FUNCTION = \"sparse_categorical_crossentropy\" # use => tf.losses.sparse_categorical_crossentropy\nOPTIMIZER = \"adam\" # or use with custom learning rate => tf.keras.optimizers.SGD(0.02)\nMETRICS = [\"accuracy\"]\n\nmodel_clf.compile(loss=LOSS_FUNCTION,\n              optimizer=OPTIMIZER,\n              metrics=METRICS)\n\nlog_dir = \"logs/fit/\" + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\")\ntensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)\n\nmodel_clf.fit(x=X_train, \n          y=y_train, \n          epochs=5, \n          validation_data=(X_valid, y_valid), \n          callbacks=[tensorboard_callback])","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:09.236542Z","iopub.execute_input":"2023-07-14T18:50:09.237175Z","iopub.status.idle":"2023-07-14T18:50:52.125649Z","shell.execute_reply.started":"2023-07-14T18:50:09.237141Z","shell.execute_reply":"2023-07-14T18:50:52.124528Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Submission ","metadata":{}},{"cell_type":"code","source":"y_prob = model_clf.predict(X_test)\ny_prob.round(3)","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:52.126997Z","iopub.execute_input":"2023-07-14T18:50:52.127641Z","iopub.status.idle":"2023-07-14T18:50:54.664415Z","shell.execute_reply.started":"2023-07-14T18:50:52.127603Z","shell.execute_reply":"2023-07-14T18:50:54.663453Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Extraction of Digits\ny_pred = np.argmax(y_prob, axis = -1)\ny_pred","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:54.665730Z","iopub.execute_input":"2023-07-14T18:50:54.666548Z","iopub.status.idle":"2023-07-14T18:50:54.674747Z","shell.execute_reply.started":"2023-07-14T18:50:54.666509Z","shell.execute_reply":"2023-07-14T18:50:54.673781Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submit = pd.read_csv('/kaggle/input/digit-recognizer/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:54.675937Z","iopub.execute_input":"2023-07-14T18:50:54.676652Z","iopub.status.idle":"2023-07-14T18:50:54.699857Z","shell.execute_reply.started":"2023-07-14T18:50:54.676616Z","shell.execute_reply":"2023-07-14T18:50:54.699024Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submit['Label'] = y_pred ","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:54.701374Z","iopub.execute_input":"2023-07-14T18:50:54.701731Z","iopub.status.idle":"2023-07-14T18:50:54.707295Z","shell.execute_reply.started":"2023-07-14T18:50:54.701698Z","shell.execute_reply":"2023-07-14T18:50:54.706281Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submit.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2023-07-14T18:50:54.708443Z","iopub.execute_input":"2023-07-14T18:50:54.708983Z","iopub.status.idle":"2023-07-14T18:50:54.775294Z","shell.execute_reply.started":"2023-07-14T18:50:54.708950Z","shell.execute_reply":"2023-07-14T18:50:54.774504Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}