EmbeddingGemma 2: an open, lightweight multimodal embedding model
deepmind.google·6d ago
AI Engineering
Lobsters·Aug 3·5 min read
Categorization with NLP
TL;DR
A grocery categorization tool called Shoppy was developed to suggest product categories using NLP techniques, despite limited data availability. The project highlights innovative approaches to classification without relying on traditional machine learning methods.
✦ Why It Matters
Explore NLP techniques to enhance product categorization in your own applications today.
Key Takeaways
- Use manual algorithms when data is limited.
- Implement unigrams and bigrams for better categorization.
- Utilize spell checking to handle common misspellings.
- Consider syllabilization for compound words.
How It Works
The tool lexes input into normalized lexemes, creating unigrams for single words and bigrams for two-word combinations. This allows for effective categorization by prioritizing specific terms over general ones, ensuring accurate classification.