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LangChain Crash Course

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4.2

LangChain Crash Course

Learn LangChain, its components, and how it can be used with RAG to set up a QA chain for summarizing documents.

updated on icon Updated on Jun, 2025

language icon Language - English

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category icon Development ,Data Science,Artificial Intelligence

Lectures -14

Duration -37 mins

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Course Description

Welcome to the LangChain course. LangChain is a framework that is used to develop applications powered by large language models (LLMs). LangChain offers tools and abstractions to simplify integrating LLMs into applications, allowing tasks such as question answering, text generation, retrieval-augmented generation (RAG), chatbots, and many more.

LangChain – Use Cases
The following are some of the use cases of LangChain:
Instruction:
Question Answering: Develop systems that respond to questions by looking up relevant information and producing responses through LLMs.
Chatbots: Design conversational assistants that are capable of holding context across conversations.
Retrieval-Augmented Generation (RAG): Integrate document retrieval and text generation with better accuracy and contextual awareness to produce responses.
Text Summarization: Provide summaries of long texts or news articles.
Code Generation: Design systems that automatically generate code according to natural language descriptions.
Personal Assistants: Develop virtual personal assistants that are capable of undertaking activities such as scheduling, writing emails, or fetching information.

Course Lessons
✔️LangChain – Introduction
1. LangChain - Introduction, Features, and Use Cases
2. What is Chaining in LangChain
✔️LangChain – Components
3.Components/ Modules of LangChain
4. Preprocessing Component of LangChain
5. Models Component of LangChain
6. Prompts Component of LangChain
7. Memory Component of LangChain
8. Chains Component of LangChain
9. Indexes Component of LangChain
10. Agents Component of LangChain
✔️LangChain with RAG
11. LangChain with RAG - Workflow
12. LangChain with RAG - Process
13. LangChain with RAG – Final Coding Example

Goals

  • Learn LangChain from scratch
  • Understand the LangChain workflow
  • Summarize multiple PDF documents with LangChain and RAG
  • Understand chaining in LangChain
  • Get to know the LangChain components with examples
  • Load and parse the PDF documents
  • Split documents into chunks
  • Setup the embedding models
  • Learn to create a vector store from the document chunks
  • Setup a local LLM
  • Learn to create a QA chain

Prerequisites

  • A computer with an Internet
  • You should be able to use a web browser at a beginner level
LangChain Crash Course

Curriculum

Check out the detailed breakdown of what’s inside the course

LangChain – Introduction

3 Lectures
  • play icon About Course 00:40 00:40
  • play icon LangChain - Introduction, Features, and Use Cases 04:20 04:20
  • play icon What is Chaining in LangChain 01:42 01:42

LangChain – Components

8 Lectures
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LangChain with RAG

3 Lectures
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Instructor Details

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