In this guided project, you will learn the art of text summarization using the well-known GenAI framework, Langchain, and transform it into a practical, real-world web application with Streamlit. During this hands-on experience, we will encapsulate vast volumes of text into concise and coherent summaries by harnessing the power of GPT models and prompt template resided within the Langchain framework.
GenAI Summarization with Langchain: Summarize Text Documents
Learn, practice, and apply job-ready skills with expert guidance
3.4
(11 reviews)
Intermediate level
Recommended experience
90 minutes
Learn at your own pace
Hands-on learning
What you'll learn
Learn the implementation of Langchain and how it interfaces with language models for text summarization.
Utilize GPT models and prompt template within the Langchain framework for extracting key information from large documents.
Gain proficiency in designing user-friendly interfaces by using Streamlit, integrating Langchain-based summarization capabilities for practical use.
Skills you'll practice
Details to know
Shareable certificate
Add to your LinkedIn profile
Taught in English
No downloads or installation required
Only available on desktop
See how employees at top companies are mastering in-demand skills
Learn, practice, and apply job-ready skills in less than 2 hours
- Receive training from industry experts
- Gain hands-on experience solving real-world job tasks
- Build confidence using the latest tools and technologies
About this Guided Project
Learn step-by-step
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
-
Install and setup of Langchain
-
Define the summarize pdf function
-
Practice activity: Experiment with different Chain method
-
Add Prompt template to the summarize function
-
Practice activity: Experiment with different prompts
-
Build and test a GenAI app for PDF summarization
-
Cumulative Activity
Recommended experience
Python programming (lists, arrays, functions) is essential
Familiarity with LLM models and Streamlit would be helpful
6 project images
Instructor
2 Courses 1,852 learners
Offered by
How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
Why people choose Coursera for their career
Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
You might also like
Open new doors with Coursera Plus
Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription
Advance your career with an online degree
Earn a degree from world-class universities - 100% online
Join over 3,400 global companies that choose Coursera for Business
Upskill your employees to excel in the digital economy