LlamaIndex- Develop LLM powered applications with LlamaIndex
LlamaIndex- Develop LLM powered applications with LlamaIndex, available at $84.99, has an average rating of 4.26, with 41 lectures, based on 493 reviews, and has 5623 subscribers.
You will learn about Become proficient in LlamaIndex Have an end to end working LlamaIndex based generative AI application Prompt Engineering Theory: Chain of Thought, ReAct, Few Shot prompting and understand how LlamaIndex is built under the hood Understand how to navigate inside the LlamaIndex opensource codebase Large Language Models theory for software engineers Vectorestores/ Vector Databases (Pinecone, FAISS,) Retrieval Augmentation Generation (RAG) This course is ideal for individuals who are Software Engineers that want to learn how to build Generative AI based applications with LlamaIndex or Backend Developers that want to learn how to build Generative AI based applications with LlamaIndex or Fullstack engineers that want to learn how to build Generative AI based applications with LlamaIndex It is particularly useful for Software Engineers that want to learn how to build Generative AI based applications with LlamaIndex or Backend Developers that want to learn how to build Generative AI based applications with LlamaIndex or Fullstack engineers that want to learn how to build Generative AI based applications with LlamaIndex.
Enroll now: LlamaIndex- Develop LLM powered applications with LlamaIndex
Summary
Title: LlamaIndex- Develop LLM powered applications with LlamaIndex
Price: $84.99
Average Rating: 4.26
Number of Lectures: 41
Number of Published Lectures: 41
Number of Curriculum Items: 41
Number of Published Curriculum Objects: 41
Original Price: $199.99
Quality Status: approved
Status: Live
What You Will Learn
- Become proficient in LlamaIndex
- Have an end to end working LlamaIndex based generative AI application
- Prompt Engineering Theory: Chain of Thought, ReAct, Few Shot prompting and understand how LlamaIndex is built under the hood
- Understand how to navigate inside the LlamaIndex opensource codebase
- Large Language Models theory for software engineers
- Vectorestores/ Vector Databases (Pinecone, FAISS,)
- Retrieval Augmentation Generation (RAG)
Who Should Attend
- Software Engineers that want to learn how to build Generative AI based applications with LlamaIndex
- Backend Developers that want to learn how to build Generative AI based applications with LlamaIndex
- Fullstack engineers that want to learn how to build Generative AI based applications with LlamaIndex
Target Audiences
- Software Engineers that want to learn how to build Generative AI based applications with LlamaIndex
- Backend Developers that want to learn how to build Generative AI based applications with LlamaIndex
- Fullstack engineers that want to learn how to build Generative AI based applications with LlamaIndex
Welcome to first LlamaIndex Udemy course – Unleashing the Power of LLM!
This comprehensive course is designed to teach you how to QUICKLY harness the power the LlamaIndex library for LLM applications.
This course will equip you with the skills and knowledge necessary to develop cutting-edge LLM solutions for a diverse range of topics.
Please note that this is not a course for beginners. This course assumes that you have a background in software engineering and are proficient in Python
In this course, you will embark on a journey from scratch to building a real-world LLM powered application using LlamaIndex.
We are going to do so by build the main application:
Documentation Helper– Create chatbot over a python package documentation. (and over any other data you would like)
The topics covered in this course include:
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LlamaIndex
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Retrieval Augmentation Generation
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Vectorstores (Pinecone)
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Node Parers- TextSplitters
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QueryEngines, ChatEngines
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Streamlit (for UI)
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Agents, LLM Reasoning
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ReAct
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Output Parsers
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LLMs: Few shots prompting, Chain of Thought, ReAct prompting
Throughout the course, you will work on hands-on exercises and real-world projects to reinforce your understanding of the concepts and techniques covered. By the end of the course, you will be proficient in using LlamaIndex to create powerful, efficient, and versatile LLM applications for a wide array of usages.
This is not just a course, it’s also a community. Along with lifetime access to the course, you’ll get:
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Dedicated 1 on 1 troubleshooting support with me
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Github links with additional AI resources, FAQ, troubleshooting guides
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Access to an exclusive Discord community to connect with other learners
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No extra cost for continuous updates and improvements to the course
DISCLAIMERS
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Please note that this is not a course for beginners. This course assumes that you have a background in software engineering and are proficient in Python.
I will be using Pycharm/ VSCode IDE but you can use any editor you’d like since we only use basic feature of the IDE like debugging and running scripts.
Course Curriculum
Chapter 1: Introduction
Lecture 1: Introduction
Lecture 2: What is Llamaindex
Lecture 3: Course's discord server
Chapter 2: THE GIST of LlamaIndex Get started with your "hello world" LlamaIndex Script
Lecture 1: Project Setup (Pycharm)
Lecture 2: Your First LlamaIndex Index
Lecture 3: Quick Check In
Chapter 3: Documentation helper
Lecture 1: What are we building?
Lecture 2: Retrieval Augmentation Generation (RAG) Theory: Vectorstores, Embeddings
Lecture 3: Downloading the LlamaIndex Documentation
Lecture 4: Setting up our development environment
Lecture 5: LlamaIndex core abstractions: Pipeline imported classes
Lecture 6: Loading and Chunkifying the LlamaIndex docs into LlamaIndex nodes
Lecture 7: Ingestion the LlamaIndex nodes in Pinecone vectorstore
Lecture 8: QueryEngine & Retrieval Augmentation with LlamaIndex
Lecture 9: Streamlit Frontend
Lecture 10: Citations and Listing source nodes
Lecture 11: Node Post Processors- SentenceEmbeddingOptimizer, DuplicatePostProcessor
Chapter 4: LlamaIndex Implementation- Under the hood and internals
Lecture 1: Under the hood- Retrieval
Lecture 2: Under the hood- Augmentation Generation
Chapter 5: LlamaIndex ReAct Agents
Lecture 1: Introduction to agents
Lecture 2: Setting up agent development environment
Lecture 3: Our First Agent – Haiku Agent
Lecture 4: Operating System Agent
Lecture 5: LlamaIndex ReAct internals – Under the hood
Lecture 6: Agents In Production
Lecture 7: LlamaIndex Function Calling Agent
Chapter 6: Prompt Engineering Thoery
Lecture 1: The GIST of LLMs
Lecture 2: What is a Prompt? Composition of a formal prompt
Lecture 3: Zero Shot Prompting
Lecture 4: Few Shot Prompting
Lecture 5: Chain of Thought Prompting
Lecture 6: ReAct
Lecture 7: Prompt Engineering Quick Tips
Chapter 7: Troubleshooting Section
Lecture 1: Have a technical issue? WATCH THIS FIRST. I Promise this will help!
Lecture 2: LlamaIndex Latest- Upgrading code to
Chapter 8: LangChain
Lecture 1: What is LanChain + LangChain Course Coupons
Chapter 9: Wrapping Up
Lecture 1: LLM Application Development landscape
Lecture 2: Finished course? Whats next!
Chapter 10: Useful tools when developing LLM Applications
Lecture 1: LangChain Hub – Downloads prompt from the community
Lecture 2: TextSplitting Playground
Lecture 3: LlamaIndex VS LangChain
Instructors
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Eden Marco | LLM Specialist
Best Selling Instructor
Rating Distribution
- 1 stars: 10 votes
- 2 stars: 8 votes
- 3 stars: 42 votes
- 4 stars: 163 votes
- 5 stars: 270 votes
Frequently Asked Questions
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!
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