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All You Need to Know on Multilingual Sentence Vectors - 1 Model, 50+ Languages

James Briggs via YouTube

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Overview

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This course explains how multilingual sentence transformers create language-agnostic sentence vectors and how to build them using parallel data and multilingual knowledge distillation. It covers model selection, data preparation, fine-tuning, and multilingual similarity evaluation.

Syllabus

Intro
Multilingual Vectors
Multi-task Training mUSE
Multilingual Knowledge Distillation
Knowledge Distillation Training
Visual Walkthrough
Parallel Data Prep
Choosing a Student Model
Initializing the Models
ParallelSentencesDataset
Loss and Fine-tuning
Model Evaluation
Outro

Taught by

James Briggs

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