CoursesProject Course

Intro to AI Embeddings - Build a chatbot based on custom data

Learn the fundamentals of AI Embeddings and Vector Databases + build your own custom chatbot

20 min
Seth Kramer
1

See the build

Watch the finished product first. Know what you're building toward.

2

Learn the stack

Follow the tools and the decisions, not just the clicks.

3

Ship your version

Use the course as a template for your own product.

What you'll get

Build the project. Keep the skill.

Every course ends with a shipped artifact and a reusable pattern. Faster builds, smarter decisions, real products.

Learn the exact stack used to ship the project

Understand the build decisions, not just the steps

Walk away with a pattern you can reuse on your own

Overview

One of the most common issues with AI chatbots like ChatGPT is that they don't understand your company's own proprietary data - AI embeddings and vector databases solve this problem!

This hands-on project is the perfect introduction to AI embeddings and vector databases. It's specifically designed for students and professionals who aspire to learn and apply cutting-edge AI techniques to develop custom chatbots using proprietary data.

We start with an introduction to AI embeddings, focusing on the theoretical underpinnings that drive these technologies. You'll then learn about  AI embeddings, understanding their role in representing words, documents, and other types of data in a manner that machines can comprehend.

The course then covers vector databases, covering their importance in storing and retrieving high-dimensional vector data effectively.

In the project-oriented part of the course, students will learn to create a fully functional chatbot from scratch, using the no-code tool MyAskAI (check out the next project in our "Building Apps with AI" course to learn how to build your own app that has this functionality from scratch).

Throughout the course, students will engage with various case studies that demonstrate real-world applications of the concepts taught.

What you'll learn

  • Learn the fundamentals of AI Embeddings and Vector Databases
  • Learn the use-cases for AI Embeddings
  • Build your own chatbot using no-code tools

Who this is for

  • Business owners
  • Tech enthusiasts
  • AI beginners
  • Web developers
  • Anyone who wants to learn

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