AI-Accelerated Product Development
Improving Word Embeddings with Retrofit
Total time needed:
Learn about how word embeddings can be improved by using knowledge base, a technique called retrofitting
Potential Use Cases
Improve the domain-specific word vectors you use by incorporating semantics.
Who is This For ?
NLP Developers who understand Word Embeddings and want to improve them in their own use cases.
Click on each of the following
to see details.
1. Fun exercises to recap Word Vectors
How does Word Vectors work?
How to build your own Word Vectors?
How to use pre-trained Word Vectors?
2. Embeddings in Natural Language Processing
What are knowledge base?
3. The Retrofitting Paper
What is retrofitting?
How does retrofitting work?
4. A short guide on how to implement Retrofitting with Pre-trained Word Vectors and Paraphrase database
How retrofitting is done?