DeepLearning.AI

Ofer Mendelevitch

This course offers a comprehensive exploration of embedding models, focusing on their architecture and implementation. Participants will learn about word and sentence embeddings, dual encoder models, and the use of contrastive loss to enhance question-answer retrieval applications. The course provides a hands-on approach to understanding the technical concepts behind embedding models, making it ideal for data scientists, machine learning engineers, and NLP enthusiasts.

Embedding Models: From Architecture to Implementation

An overview of the course and its objectives.

Introduction

Understanding the basics of embedding models and their applications.

Introduction to embedding models

Exploring token embeddings with code examples.

Contextualized token embeddings

Comparing token and sentence embeddings with practical examples.

Token vs. sentence embedding

Learning how to train dual encoder models using contrastive loss.

Training a dual encoder

Implementing embeddings in a RAG pipeline with code examples.

Using embeddings in RAG

Summarizing the key learnings from the course.

Conclusion

A short quiz to test your understanding of the course material.

Quiz

Additional resources and tips for further learning.

Appendix – Tips and Help

Join this short course to gain an in-depth understanding of embedding models, from architecture to implementation. Learn from Ofer Mendelevitch and explore the evolution of embedding models, including Word2Vec and BERT, and their applications in semantic search systems.

Professionals looking to enhance their understanding of embedding models and their applications in AI.

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Embedding Models: From Architecture to Implementation

Overview

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