Building Generative AI Solutions

Overview

Gain the skills to build advanced AI systems with real-world impact. Start by teaching AI to interpret human language through semantic search, then manage complex data structures with vector databases.

Get hands-on with LangChain to develop adaptive language models, gaining the expertise to bring AI-driven solutions to life. With a focus on practical applications across industries, you’ll learn to create user-friendly AI solutions that truly stand out.

By the end, you’ll be equipped to design innovative systems that redefine what’s possible, ready to apply your expertise wherever AI can make a difference.

Syllabus

• Introduction to Building Generative Apps
This lesson explores the design and implementation of Generative AI using Large Language Models in features, applications, and solutions.
• Building Solutions with Vector Databases
This lesson covers vector databases, crucial for enhancing AI's long-term memory. Topics include core concepts, retrieval methods, and advanced indexing.
• Developing Generative AI Solutions with LangChain
In this lesson, you will explore and get hands-on with LangChain, a framework for working with large language models (LLM) and powering the next generation of AI apps.
• Project: Personalized Real Estate Agent
In this project, you'll create a "Real Estate Agent" that uses large language models for content generation, and vector databases for semantic search to provide personalized real estate listings.

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Taught by

Valerie Scarlata, Chang She and Sergei Kozyrenko

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Subjects

Computer Science