(Udemy) LangChain- Develop LLM powered applications with LangChain (Eden Marco)

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About Course

Learn how to develop powerful LLM applications using LangChain with this comprehensive Udemy course. This course is designed for intermediate to advanced developers with a strong understanding of Python. You will gain practical skills and knowledge in LangChain, including:

  • LLMs: Few shots prompting, Chain of Thought, ReAct prompting
  • Chat Models
  • Prompts, PromptTemplates
  • Output Parsers
  • Chains: SequentialChain, LLMChain, RetrievalQA chain
  • Agents, Custom Agents, Python Agents, CSV Agents, Agent Routers
  • OpenAI Functions
  • Tools, Toolkits
  • Memory
  • Vectorstores (Pinecone, FAISS)
  • DocumentLoaders, TextSplitters
  • Streamlit (for UI)

This course will walk you through building three real-world projects, including an Ice Breaker agent, a Documentation Helper, and a slim version of ChatGPT Code-Interpreter. Throughout the course, you’ll have access to hands-on exercises, real-world projects, and a dedicated community for support and collaboration. This course is completely free and comes with lifetime access to the content, ongoing updates, and a dedicated Discord community.

This course is offered for free on Theetay. It is a curated collection of top-rated courses from platforms such as Udemy, Udacity, Coursera, MasterClass, NearPeer, and more.

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What Will You Learn?

  • Become proficient in LangChain
  • Have an end to end working LangChain based generative AI application
  • Prompt Engineering Theory: Chain of Thought, ReAct, Few Shot prompting and understand how LangChain is build under the hood
  • Understand how to navigate inside the LangChain opensource codebase
  • Large Language Models theory for software engineers
  • LangChain: Lots of chains Chains, Agents,, DocumentLoader, TextSplitter, OutputParser, Memory
  • Vectorestores/ Vector Databasrs (Pinecone, FAISS)

Course Content

Introduction

  • A Message from the Professor
  • Introduction
    03:12
  • Course Structure + How to get the best of Udemy
    02:20
  • What is LangChain
    02:14
  • Course’s Discord Server
    01:51

The GIST of LangChain- Get started by with your Hello World chain

Ice Breaker Real World Generative AI application

The GIST of Embeddings, Vector Databases and, VectorDBQA chain & RetrievalQA

Building a documentation assistant (Embeddings, VectorDBs, RetrievalQA, Memory)

Building a slim ChatGPT Code-Interpreter (Advanced Agents, OpenAI Functions)

LangChain Theory

Prompt Engineering Theory

Troubleshooting Section

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