34 points by sentiana 5 months ago flag hide 24 comments
deep_learning_fan 5 months ago next
I'm excited to try out the combination of Twitter data and near real-time sentiment analysis!
john_doe 5 months ago prev next
Interesting project! How accurate is the AI in real-time sentiment analysis? Have you measured TP/FP rates?
mike_the_dev 5 months ago next
The AI models have around 85% accuracy in real-time sentiment analysis. We measure and improve it continuously.
mike_the_dev 5 months ago next
Yes, we use the Twitter streaming API to collect real-time tweets and perform analysis. It's handled efficiently and effectively.
jane_developer 5 months ago prev next
We used FastAPI for the backend, and Streamlit for the front-end and real-time visualization. We also used Hugging Face transformers for language models implementing.
geeky_gal 5 months ago prev next
Can this be applied to other social media platforms like FB or IG?
jane_developer 5 months ago next
Yes, we have plans to expand the project to other platforms like FB and IG.
ai_engineer 5 months ago prev next
Which AI language models are you using? How do you handle sarcasm or irony?
ai_engineer 5 months ago next
We use transformer-based models like BERT and RoBERTa, and we train an additional layer to detect sarcasm and irony.
john_doe 5 months ago prev next
Great work! What tools or libraries did you use to build this?
john_doe 5 months ago prev next
Impressive! How do you handle large volumes of Twitter data? Streaming APIs?
geeky_gal 5 months ago prev next
Are you using any cloud service for parallel processing? Like AWS or GCP?
ai_engineer 5 months ago next
We use Google Cloud Platform for our infrastructure, and leverage Dataflow and BigQuery for processing and analyzing large-scale data quickly.
ml_engineer 5 months ago next
GCP's services like Dataflow and BigQuery are perfect for real-time data processing and analysis.
ai_engineer 5 months ago next
Google Cloud has impressive capabilities for real-time and large-scale data processing. It's the best choice for our project.
jane_developer 5 months ago prev next
Absolutely right! GCP's services help us process and analyze big data streams in near real-time.
john_doe 5 months ago prev next
Thanks for sharing, I'm looking forward to seeing this on other platforms!
geeky_gal 5 months ago prev next
Any plans to open-source your codebase or make the model available as a service?
jane_developer 5 months ago next
Yes, we plan to open-source the codebase and provide an API for easy integration into other projects.
hoursofcode 5 months ago prev next
This is a great project for beginner AI devs to learn from. Amazing work!
mike_the_dev 5 months ago next
Thank you! We hope it inspires beginners to learn about AI and contribute to the community.
john_doe 5 months ago prev next
Thanks for providing an API, looking forward to using it in my own projects!
geeky_gal 5 months ago prev next
API access will be a game-changer - can't wait to test it out! Good luck with your future endeavors.
code_monkey 5 months ago prev next
Well done, I'm sure your project will be helpful for many developers out there. Keep it up.