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DeepLearning.AI

Nikita Namjoshi

Andrew Ng

In this course, you will explore the properties of word and sentence embeddings and learn how to use them to measure semantic similarity between texts. You will apply text embeddings for tasks such as classification, clustering, and outlier detection. Additionally, you will learn to modify the text generation behavior of an LLM by adjusting parameters like temperature, top-k, and top-p. The course also covers the application of the open-source ScaNN library for efficient semantic search and building a Q&A system by combining semantic search with an LLM.

Understanding and Applying Text Embeddings

Learn the basics of text embeddings and their importance in NLP tasks.

Introduction to Text Embeddings

Explore the properties of embeddings and how they can be used to measure semantic similarity.

Properties of Word and Sentence Embeddings

Use text embeddings for tasks such as classification, clustering, and outlier detection.

Applying Text Embeddings

Learn to apply the open-source ScaNN library for efficient semantic search.

Semantic Search with ScaNN

Combine semantic search with an LLM to build a question-answering system using Google Cloud’s Vertex AI.

Building a Q&A System

Modify the text generation behavior of an LLM by adjusting parameters like temperature, top-k, and top-p.

LLM Parameter Tuning

This course provides an in-depth understanding of text embeddings and their applications in various NLP tasks. Learn to use Google Cloud’s Vertex AI to build a question-answering system and gain proficiency in generating and integrating embeddings into common LLM applications.

Professionals looking to enhance their skills in natural language processing and text embeddings.

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Engineers who want to apply text embeddings to various NLP tasks such as classification and clustering.

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Individuals with basic Python knowledge interested in learning about text embeddings and their applications.

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Understanding and Applying Text Embeddings

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