Artificial Intelligence
1,768 learners
Text Representation Techniques for RAG Systems
Learn essential text representation methods for RAG systems, from Bag-of-Words to embeddings. Explore how these techniques enhance understanding and retrieval, visualize embeddings with t-SNE, and compare BOW and embeddings in document retrieval and semantic search.
Python
4 lessons
16 practices
1 hour
Text Representation
Course details
Introduction to Text Representation: Bag-of-Words model
Text Cleaning with Python
Building a Vocabulary Dictionary
Transform Text into Numeric Vectors
Bag-of-Words Vectorization Task
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