AI-Accelerated Product Development
Bias in Word embedding and mitigating through debiasing.
Total time needed:
Learn types of word embeddings and danger of amplifying inherent bias in data and algorithms.
Potential Use Cases
It is important to learn bias in word embedding o develop more ethical and debiased NLP application.
Who is This For ?
Data Scientist new to NLP
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to see details.
1. Word Embedding in NLP
What is word embedding?
2. Static and Dynamic pre-trained Word Embedding
What are the available word embedding models?
3. Types of bias in word embedding
What are the biases in word embedding?
4. Measuring. Bias in word embedding
how to measure bias in word embedding ?
5. Reviewed methods to measure and remove bias from word embedding.
How to identify bias in pretrained word embedding?
6. Recent debiasing methods review
How to debias pretrained word embedding?
7. Implementing debiasing method
How to do debiasing of word embedding?