Vector Embeddings Tutorial – Create an AI Assistant with GPT-4 & Natural Language Processing
via freeCodeCamp
Overview
Learn about vector embeddings and their applications in machine learning and artificial intelligence projects. Discover how to generate text embeddings and create an AI assistant using vector embeddings. The course covers topics such as text embeddings, generating text embeddings with OpenAI, setting up databases, and building an AI Assistant. The intended audience for this course includes individuals interested in AI, machine learning, and natural language processing. The teaching method involves a tutorial format with practical demonstrations and hands-on exercises.
Syllabus
⌨️ Introduction
⌨️ What are vector embeddings?
⌨️ Text embeddings
⌨️ What are vector embeddings used for?
⌨️ How to generate our own text embedding with OpenAI
⌨️ Vectors and databases
⌨️ Getting our database set up
⌨️ Langchain
⌨️ Let’s build an Ai Assistant
Taught by
freeCodeCamp.org
Reviews
4.5 rating, based on 2 Class Central reviews
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must say it exceeded my expectations. The course provided a comprehensive and hands-on approach to understanding vector embeddings, leveraging GPT-4, and diving into the fascinating world of Natural Language Processing. The instructor's explanatio…
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It was very well explained how to execute it, and the examples were great. I just missed the vector cosine explanation, I think it would be a great benefit if that would have taken a bit more time to let really sink in how vector space works and what the cosine truly means.