DEMYSTIFYING NATURAL LANGUAGE PROCESSING (NLP) WITH FLASK WEBAPP USING CUSTOM ML MODEL,API, AND PACKAGES(PART-3): COMBINING THE CUSTOM HOTEL REVEIW SENTIMENT ML MODEL,THE API AND PACKAGES FOR DEPLOYMENT IN FLASK
INTRODUCTION
GOAL: This project explains the FLASK sentiment webapp and how it uses the custom Hotel reviews sentiment ML model, the IBM API for sentiments, emotions.. and python Packages/modules for summarization and for word sentiments. Also how to use the flask webapp as an API.
FLASK WEBAPP: https://kingofsentiments.herokuapp.com/
TO BETTER UNDERSTAND THIS FINAL PART ,READ THE PART 1 AND 2 SERIES
PART 1 NLP SERIES: https://juniorboyboy2.medium.com/demystifying-natural-language-processing-nlp-with-webapp-using-custom-ml-model-and-api-built-ec96eb9507bc
PART 2 NLP SERIES : https://juniorboyboy2.medium.com/demystifying-natural-language-processing-nlp-with-flask-webapp-using-custom-ml-model-api-and-891b414bc231
OUTLINE
1. Using Python Vader library for word sentiment in the flask webapp
2. Using IBM Natural Language Understanding API for sentiment, emotions and category of sentence in the flask webapp
3. Using GENSIM to summarize text from form in the flask webapp
4. Using the custom Hotel Review Sentiment ML model that we trained
5. How to make the Flask Sentiment webapp into an API
6 How to use the flask Sentiment webapp
7 How to use the flask Sentiment webapp api
1. Using the python Vader library for word sentiment in the flask webapp
import libraries needed
using vader library:
2. USING IBM Natural Language Understanding API for sentiment, emotions and category of sentence in the flask webapp
3. Using GENSIM to summarize text from form in the flask webapp
4. Using the custom Hotel Review Sentiment ML model that we trained
NB: We stored the pickle file on AWS S3 Bucket
5. How to make the Flask Sentiment webapp into an API
TO make a WORD SENTIMENT API
How to make the HOTEL REVIEWS SENTIMENT CUSTOM ML API
6 How to use flask sentiment webapp
visit link : https://kingofsentiments.herokuapp.com/ and Input your text and press button
To summarize text: Copy the the whole sentence and paste in the word summarizer form
7 How to use flask sentiment webapp api
using the hotel review web api
using word sentiment web api
how to use the flask web api programmatically in python
8. CONCLUSION
This project shows you how the king of sentiment webapp was built and how it works online. Also how to use it programmatically. The app was deployed with heroku. Read part 1 and 2 for better understanding.
WRITER: OLUYEDE SEGUN . A(jnr)
FLASK WEBAPP GITHUB LINK: https://github.com/juniorboycoder/Flask_webapp_Sentiment_deployed
WEBAPP LINK: https://kingofsentiments.herokuapp.com/
linkelin profile: https://www.linkedin.com/in/oluyede-segun-jr-a-a5550b167/
twitter profile: https://twitter.com/oluyedejun1
TAGS: #NLP #NLTK #Sentiment #MachineLearning #API #IBM #FLASK #HEROKU