Twitter_Sentiment_Analysis

Libraries and API's

• Keras
• Scikit Learn
• Pandas
• MatplotLib
• Beautiful Soup

Datasets

• Tweets
• Embeddings

Info

• The dataset contains 1600000 rows with 6 coulmns
• Dropped unwanted columns,Preprocessed Sentences from the dataset
• Used transfer Learning for embedded matrix Glove 100d
• The model contain a mix of Conv1D,BiDirectional LSTM,Dense Layers followed by Dropout,BatchNormalization layers
• Achieved ~78% Training accuracy, ~80% Test accuracy(model ran for 5 epochs)
• Got F1 Score of 0.80

Prepocessing

• converted unconevrted HTML with BS4
• Removed usernames,Urls,BOM's
• Removed #,Numbers
• Removed StopWords