Sentiment Analysis

[hyperdriveguy]

Having a chatbot that provides potentially decent solutions course materials is only part of making it useful as an educational tool. Sentiment analysis on students conversations in an effort to provide additional encouragement and "flag" the students that may be struggling is a way to target students who may benefit from tutoring and other 1 on 1 help.

Analyze the user's messages. If they are frustrated, have a relatively high chance to show configurable uplifting messages.

https://huggingface.co/bhadresh-savani/distilbert-base-uncased-emotion
Model for sentiment analysis

• A way to manually flag/unflag students who need extra encouragement via an API endpoint
• Show flagged students in the user manager
• Sentiment analysis example using structured LLM output
• Sentiment analysis example using a dedicated model
• Functions for sentiment analysis model/structured LLM output to interact with user manager to flag or unflag users