Description
[EuroPython 2024 — Terrace 2A on 2024-07-12]
Representation is King: The Journey to Quality Dialog Embeddings by Adam Zíka
https://ep2024.europython.eu/session/representation-is-king-the-journey-to-quality-dialog-embeddings
In natural language processing, embeddings are crucial for understanding textual data. In this talk, we’ll explore sentence embeddings and their application in dialog systems. We'll focus on a use case involving the classification of dialogs.
We'll demonstrate the necessity of sentence transformers for this problem, specifically utilizing one of the top-performing small-sized sentence transformers. We will show how to fine-tune this model with both labeled and unlabeled dialog data, using the SentenceTransformers Python framework.
This talk is practical, packed with easy-to-follow examples, and aimed at building intuition around this topic. While some basic knowledge of Transformers would be beneficial, it is not required. Newcomers are also welcome.
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