AaronBarbosa12 / twitter_sentiment_ml

Automated real-time sentiment analysis

title	emoji	colorFrom	colorTo	sdk	sdk_version	app_file	pinned	license
Twitter Sentiment	🤓	purple	purple	gradio	3.0.6	src/frontend.py	false	cc

twitter_sentiment_real_time

Automated real-time sentiment analysis

This application monitors the public's sentiment about chatgpt on Twitter and presents it with a geographical visualization.

This project leverages the Twitter API to gather real-time sentiment analysis of tweets mentioning "chatgpt". Using machine learning, each tweet is analyzed for sentiment and the resulting data is stored in a feature store. The automation of this process is achieved through the use of Github actions, which also facilitates the continuous deployment of the application to a Huggingface space.

What I've Learned

• How to build a package with Poetry
• How to use Github actions to establish continuous delivery of an application
• How to build and query a feature store using Hopsworks
• How to deploy a basic application in a Hugging Face Space
• How to perform sentiment analysis using Hugging Face transformers