Workshop: Amazing Embeddings — How Vector Representations Are Applied
summary
Workshop presenting how vector embeddings are used across applications like search engines, recommender systems, business analytics and marketing; covers embedding technologies and practical ways to apply them to transform information handling in high-load systems.
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chapters (9)
- 0:00Embeddings introduction
- 15:51Text embeddings and distances
- 24:28Visualization and clustering
- 33:50Multimodal embeddings
- 40:30Fine-tuning embeddings
- 57:34Vector databases
- 1:01:08Building a search system
- 1:22:14Recommendation systems
- 1:41:25Summary and Q&A
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