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Coursera

Building Smart Chatbots with LangChain

Packt via Coursera

Overview

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This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. In this course, you’ll learn how to leverage LangChain to build intelligent chatbots that can perform a wide range of tasks. You’ll explore how LangChain's capabilities, including Chain of Thought, ReAct Reasoning, and PromptChaining, enhance chatbot intelligence and improve interaction quality. By understanding key LangChain concepts and applying them through hands-on projects, you will master the art of developing highly functional chatbots. The course begins with an introduction to LangChain, laying the foundation for chatbot development. Then, we dive into the key concepts that will form the backbone of your chatbot-building skills, like action plan generation and self-consistency. As you progress, you’ll work through a variety of LangChain projects, creating everything from SEO optimization chatbots to mental health support bots, providing you with real-world, practical experience. By taking this course, both aspiring developers and experienced professionals can gain invaluable expertise in building chatbots across multiple domains, from healthcare to e-commerce. It is ideal for those looking to understand and apply cutting-edge tools in conversational AI. By the end of the course, you will be able to create custom chatbots for a variety of use cases, integrate LangChain techniques for better user interaction, design both back-end and front-end chatbot applications, and develop chatbots with memory, accuracy, and contextual relevance.

Syllabus

  • Welcome
    • In this module, we will introduce you to LangChain, a powerful framework for building smart chatbots. You will learn about its core components, and how they integrate to facilitate advanced conversational flows. By the end of this section, you'll be able to set up your own LangChain environment and create a simple chatbot.
  • Introduction to LangChain & Chatbots
    • In this module, we will introduce you to LangChain, a robust framework designed for building advanced chatbots. You will gain a clear understanding of LangChain's core components and how they interact to enhance conversational capabilities. Additionally, we will provide an overview of the course to guide you through the upcoming learning experience.
  • Key Concepts in LangChain
    • In this module, we will explore several key concepts that power LangChain’s advanced chatbot capabilities. You'll dive deep into techniques like Chain of Thought, Action Plan Generation, and ReAct_Reasoning to build smarter, more effective chatbots. Additionally, we’ll cover important strategies to ensure consistency and reliability, including Self Consistency and Memprompt, empowering you to take your chatbot development to the next level.
  • LangChain Projects
    • In this module, we will dive into a series of hands-on LangChain projects, where you’ll build 15 unique chatbots, each targeting a specific industry or use case. From creating a healthcare chatbot to a financial advisor, you will explore how to integrate LangChain with platforms like Streamlit, YouTube, and databases to deliver valuable real-world applications. By the end of this section, you'll have a diverse portfolio of chatbot projects to showcase your skills.

Taught by

Packt - Course Instructors

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