Improve sentiment model accuracy and log loss
Closed this issue · 2 comments
dillonmabry commented
Improve both basic and advanced ML models. Current accuracy is ~78% for basic model using Logistic Regression and hyperparams.
Test and select from the following:
- Twitter traditional ML model
- IMDB Conv1D tensorflow model
- Twitter trained Conv1D tensorflow model
dillonmabry commented
Current accuracy is ~80% for hypertuned model, validation holdout set similar accuracy.
Still working on possible tuning of a deeper model.
dillonmabry commented
Explored deep models and will stick with a more traditional model for generalized sentiment analysis. A deep model would be too specific to certain topics/applications (ie, Twitter, Youtube, etc.)