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Project: Generative AI Applications with RAG and LangChain
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Project: Generative AI Applications with RAG and LangChain

This course is part of multiple programs. Learn more.

Course Cost

Free course

Intermediate

Skill Level

7 Hours

Self-paced Video lessons

This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Generative AI Engineering with LLMs Specialization program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.

What you'll learn

  • Create and implement document loaders for various sources

  • Develop vector databases for efficient embedding storage

  • Implement RAG techniques for improved information retrieval

  • Build interactive QA bots using LangChain and LLMs

  • Create user interfaces with Gradio for model interaction

  • Optimize text splitting strategies for enhanced performance

Skills you'll gain

RAG
LangChain
Vector Databases
Gradio
Document Processing
Embeddings
QA Systems
AI Applications
Text Splitting
watsonx

This course includes:

0.52 Hours PreRecorded video

7 assignments

Access on Mobile, Tablet, Desktop

FullTime access

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Certificate
Certificate

Get a Completion Certificate

Share your certificate with prospective employers and your professional network on LinkedIn.

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PROVIDED BY

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There are 3 modules in this course

This project-based course provides hands-on experience in building real-world generative AI applications. Students learn to implement document loading and text splitting using LangChain, create vector databases for storing embeddings, and develop retrievers for efficient document segment fetching. The curriculum includes practical implementation of RAG techniques, setting up Gradio interfaces for model interaction, and constructing QA bots using LLMs. Through guided labs and a final project, learners gain portfolio-ready experience in building complete AI applications.

Document Loader Using LangChain

Module 1 · 2 Hours to complete

RAG Using LangChain

Module 2 · 2 Hours to complete

Create a QA Bot to Read Your Document

Module 3 · 3 Hours to complete

Fee Structure

Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: IBM AI Engineering Professional Certificate, Generative AI Engineering with LLMs, IBM Generative AI Engineering Professional Certificate

Reviews

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Project: Generative AI Applications with RAG and LangChain

Intermediate

Skill Level

7 Hours

Self-paced Video lessons

Course Cost

Free course

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.