natural-language-processing-tensorflow
Natural Language processing in tensorflow
With asci analysis the word LISTEN and SILENT* are the same value but the two words are very differents of meaning.
How Sentiment Analysis Work
- How we can observed the similarity between two words
- Now if we look at the two sentences to determine the difference between two sentences.
How To Analyse The Synthaxe
Creating The List Of Sequences
Result Of Padding Sequence
Sarcasm in News Headlines Dataset by Rishabh Misra
https://rishabhmisra.github.io/publications/
How To Load Sarcasm Dataset
How To Analysis Sarcasm Dataset
Build-in Dataset In Tensorflow
Verify Tensorflow Version
Import Tensorflow Dataset
OR
Model For Sarcasm Dataset
Importation of Tokenizer And Pad_sequence
Building a classifier for the sarcasm dataset
Plotting The Result Of Training
Diving into the code: Encode And Decode
The neural Network is kind a function that we can a data and label it give a rules
How To Understang The Context Of Word
Uni Directional Cell State
Bi Directional Cell State
How To Implement LSTM in Tensorflow
Generation A New Text Process
Preparing the training data
More on the training data
Finding what the next word should be
Example of Text Generated
Example After Training With Bidirectional LSTM
- Tokenize the word to predicting
- Passed To Model For Prediction
- Generation By Doing Ten Time