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prrocess.\n![image.png](attachment:ba00415c-a3ea-4343-bf29-769f048b8b5f.png)","metadata":{},"attachments":{"ba00415c-a3ea-4343-bf29-769f048b8b5f.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## First of all letsimport the required libraries and load the dataset! ","metadata":{}},{"cell_type":"code","source":"# importing required libraries\nimport pandas as pd \nimport numpy as np\nfrom sklearn.model_selection import train_test_split\nimport tensorflow as tf \nfrom tensorflow.keras.layers import Dense\nimport tensorflow_hub as hub","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:18:02.399569Z","iopub.execute_input":"2022-07-28T04:18:02.400708Z","iopub.status.idle":"2022-07-28T04:18:10.472649Z","shell.execute_reply.started":"2022-07-28T04:18:02.400564Z","shell.execute_reply":"2022-07-28T04:18:10.471696Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# loding data set \ntrain = pd.read_csv('../input/nlp-getting-started/train.csv')\ntest = pd.read_csv('../input/nlp-getting-started/test.csv')\nsubmission = pd.read_csv('../input/nlp-getting-started/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:18:10.474937Z","iopub.execute_input":"2022-07-28T04:18:10.476449Z","iopub.status.idle":"2022-07-28T04:18:10.547733Z","shell.execute_reply.started":"2022-07-28T04:18:10.476400Z","shell.execute_reply":"2022-07-28T04:18:10.546803Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Getting some insight from data","metadata":{}},{"cell_type":"code","source":"# Visualizing the data that is present in our CSV file\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:18:32.543544Z","iopub.execute_input":"2022-07-28T04:18:32.543954Z","iopub.status.idle":"2022-07-28T04:18:32.555864Z","shell.execute_reply.started":"2022-07-28T04:18:32.543923Z","shell.execute_reply":"2022-07-28T04:18:32.554684Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# getting insights of length and the data type  of the data stored in each column \ntrain.info()","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:19:14.316721Z","iopub.execute_input":"2022-07-28T04:19:14.317137Z","iopub.status.idle":"2022-07-28T04:19:14.332547Z","shell.execute_reply.started":"2022-07-28T04:19:14.317102Z","shell.execute_reply":"2022-07-28T04:19:14.331393Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# finding out if data is baised or not\ntrain.describe()","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:19:41.889058Z","iopub.execute_input":"2022-07-28T04:19:41.889491Z","iopub.status.idle":"2022-07-28T04:19:41.908279Z","shell.execute_reply.started":"2022-07-28T04:19:41.889458Z","shell.execute_reply":"2022-07-28T04:19:41.907427Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Spliting our data into training and velidation data\n> tensorflow expect us to provide it data in \"tensor\" from or in \"array\" from hence we need to convert it into array as well using **Numpy**","metadata":{}},{"cell_type":"code","source":"tweets = train['text']\ntargets = train['target']","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:03.819761Z","iopub.execute_input":"2022-07-28T04:32:03.820202Z","iopub.status.idle":"2022-07-28T04:32:03.826528Z","shell.execute_reply.started":"2022-07-28T04:32:03.820165Z","shell.execute_reply":"2022-07-28T04:32:03.825027Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# we use to_numpy to convert out data set into array from \ntrain_tweets , val_tweets , train_targets, val_targets = train_test_split(tweets.to_numpy(),\n                                                                          targets.to_numpy(),\n                                                                          test_size=0.1,random_state=4)","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:04.035557Z","iopub.execute_input":"2022-07-28T04:32:04.036709Z","iopub.status.idle":"2022-07-28T04:32:04.047231Z","shell.execute_reply.started":"2022-07-28T04:32:04.036667Z","shell.execute_reply":"2022-07-28T04:32:04.046017Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Importing USE and building out own custom model with it.","metadata":{}},{"cell_type":"markdown","source":"> we use USE for Embedding with data which is similar to tokanization. Insted of converting each word into some random number, Embedding change them into vectors.\n\n![image.png](attachment:de41d029-f34a-4b62-8671-04a8b10402c2.png)\n\n*These vectors in Deep learning model are treated as weights in Deep learning model , hence these Embded words are considred more usefull and gives better accuracy and 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"}}},{"cell_type":"code","source":"# Using keras API to download USE from tersorhub and use it in our model\nuse_layer = hub.KerasLayer(\"https://tfhub.dev/google/universal-sentence-encoder/4\",\n                                        input_shape=[], # shape of inputs coming to our model \n                                        dtype=tf.string, # data type of inputs coming to the USE layer\n                                        trainable=False, # keep the pretrained weights (we'll create a feature extractor)\n                                        name=\"USE\")","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:04.735652Z","iopub.execute_input":"2022-07-28T04:32:04.736034Z","iopub.status.idle":"2022-07-28T04:32:09.788528Z","shell.execute_reply.started":"2022-07-28T04:32:04.736004Z","shell.execute_reply":"2022-07-28T04:32:09.787464Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Building / Creating our deep learning model\nmodel = tf.keras.Sequential()\nmodel.add(use_layer)\nmodel.add(Dense(128,activation='relu'))\nmodel.add(Dense(1, activation ='sigmoid'))\nmodel.compile(loss= \"binary_crossentropy\", optimizer = 'adam',metrics=[\"accuracy\"])\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:09.790318Z","iopub.execute_input":"2022-07-28T04:32:09.790646Z","iopub.status.idle":"2022-07-28T04:32:09.984215Z","shell.execute_reply.started":"2022-07-28T04:32:09.790616Z","shell.execute_reply":"2022-07-28T04:32:09.983015Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# training our model\nmodel.fit(train_tweets, train_targets, validation_data=(val_tweets,val_targets),epochs=10)","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:09.985799Z","iopub.execute_input":"2022-07-28T04:32:09.986245Z","iopub.status.idle":"2022-07-28T04:32:33.962473Z","shell.execute_reply.started":"2022-07-28T04:32:09.986203Z","shell.execute_reply":"2022-07-28T04:32:33.959925Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# storing predications \npred = model.predict(test['text'])\npred = pred.round().astype('int32')","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:47.996492Z","iopub.execute_input":"2022-07-28T04:32:47.997037Z","iopub.status.idle":"2022-07-28T04:32:49.711008Z","shell.execute_reply.started":"2022-07-28T04:32:47.996983Z","shell.execute_reply":"2022-07-28T04:32:49.709764Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# creating submission.csv to publish results\nsubmission['target'] = pred\nsubmission.to_csv('submission.csv',index=False)","metadata":{"execution":{"iopub.status.busy":"2022-07-28T04:32:49.713230Z","iopub.execute_input":"2022-07-28T04:32:49.713616Z","iopub.status.idle":"2022-07-28T04:32:49.727976Z","shell.execute_reply.started":"2022-07-28T04:32:49.713567Z","shell.execute_reply":"2022-07-28T04:32:49.726892Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Hopefully you guys found this notebook helpfull 🙏🏌️‍\n* please leave a like if you liked this notebook","metadata":{}}]}