2023-12-17
Problem Statement
- Challenge: Inefficient and Predictive Text Solutions
- Opportunity: Improve User Experience in Text Entry
- Solution: Next Word Prediction Algorithm
Algorithm - Innovative N-gram Model
- Introduction: Predicting Next Word Efficiently
- How it Works:
- N-gram model with backoff
- Smoothing for unseen n-grams
- Efficient storage and retrieval
- Advantages:
- Improved accuracy
- Reduced latency
Data Sources
- Corpora Used:
- Size:
- Random subset of 50,000 lines from each corpus
Shiny App Integration
- User-Friendly Interface:
- Enter a phrase
- Click “Predict”
- Live Demonstration:
- Real-time prediction
- Seamlessly integrated
Business Impact and Future Steps
- Value Proposition:
- Enhanced user experience
- Increased user engagement
- Next Steps:
- Full app deployment
- Integration with existing platforms
- Potential partnerships
- Thank You!