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https://github.com/rakibhhridoy/natural-language-processing-steps
Preprocess data in nlp text classification and text sequence in TensorFlow. There's different steps in both classification and sequence task, thus it need different steps. These steps in TensorFlow is so much easy if you get into it.
https://github.com/rakibhhridoy/natural-language-processing-steps
classification embedded embedding-models feed keras natural-language-processing nlp python sentence sequence tensorflow text-analysis text-classification text-processing
Last synced: about 1 month ago
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Preprocess data in nlp text classification and text sequence in TensorFlow. There's different steps in both classification and sequence task, thus it need different steps. These steps in TensorFlow is so much easy if you get into it.
- Host: GitHub
- URL: https://github.com/rakibhhridoy/natural-language-processing-steps
- Owner: rakibhhridoy
- Created: 2020-06-13T13:22:02.000Z (over 4 years ago)
- Default Branch: master
- Last Pushed: 2020-08-06T06:46:38.000Z (over 4 years ago)
- Last Synced: 2024-11-06T15:27:06.377Z (3 months ago)
- Topics: classification, embedded, embedding-models, feed, keras, natural-language-processing, nlp, python, sentence, sequence, tensorflow, text-analysis, text-classification, text-processing
- Language: Jupyter Notebook
- Homepage: https://rakibhhridoy.github.io
- Size: 2.88 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
### NLP Steps In ```TensorFlow``` for ****Classification & Sequence****
##### Natural Language Processing Task is quite easy if you make your work clean and proceesed in order.
##### In this Repository you will find notbook that is well ordered for nlp task in Tensorflow 2.2.0. You will get:
```
Text Classification
Text Sequence
```
If you don’t have TensorFlow installed, Open Command Prompt & type the following:
```bash
pip install tensorflow
pip install tensorlflow== 2.2.0 #for version 2.2.0
```
In order to make task in a step, we have the following Steps:
```Text Classification```:
- Senctence
- Tokenize
- Padded
- Model Building
- Feed the model/ Train the model
- Validate the model
- Embedding to Predicting
- Download the Embedding and Project in TensorFlow Embedding System
```Text Sequence```:
- Sentence
- Tokenize
- Padded
- Labelling The Data
- Model Building
- Feed The Model
- Validate The Model to Make Sequence of Word
###### Additionally You can find the scripts in ```Python``` to help easy and fast work.
###### You can hire me/connect with me in [Linkedin](https://linkedin.com/in/rakibhhridoy)