Learn to build LLM applications using LlamaIndex from scratch in Python
Welcome to this introductory course on LlamaIndex, a powerful tool for indexing and querying data using large language models such as OpenAI’s API.
What you’ll learn
- Become proficient in LlamaIndex.
- Learn to query your custom documents using LlamaIndex.
- Get the understanding of different aspects of LlamaIndex.
- Get the understanding of different concepts of Large Language Models.
Course Content
- Overview of LLM and LlamaIndex Concepts –> 9 lectures • 22min.
- Environment setup –> 3 lectures • 5min.
- Base Program to connect with different docs ( Text, Doc, PDF) –> 9 lectures • 22min.
- Doc management –> 1 lecture • 6min.
- OpenAI API key setup in the code –> 1 lecture • 5min.
- Index Storage –> 1 lecture • 7min.
- Customizing LLM Models in our apps –> 4 lectures • 12min.
- Exposing LlamaIndex app as an API –> 3 lectures • 14min.
- Enable Streaming response just like ChatGPT –> 2 lectures • 4min.
- The concept of Vector Databases –> 2 lectures • 15min.
- Token Prediction and Cost Analysis –> 2 lectures • 7min.
Requirements
Welcome to this introductory course on LlamaIndex, a powerful tool for indexing and querying data using large language models such as OpenAI’s API.
In this course, you will learn the basics of LlamaIndex and how to use it to index your data for various natural language processing tasks such as summarization, and question answering. You will also learn how to perform queries on your indexed data and how to integrate LlamaIndex with different LLM models.
The course is designed for beginners with some prior knowledge of Python programming. You should be comfortable writing and understanding basic Python code and be familiar with package installers such as pip and development environments such as Visual Studio Code.
The course is designed for beginners and no prior knowledge of LlamaIndex or natural language processing is required. Through a series of hands-on exercises and practical examples, you will gain a solid understanding of LlamaIndex and its capabilities.
By the end of this course, you will be able to:
- Understand the basics of LlamaIndex and its architecture
- Index your data for various natural language processing tasks
- Perform queries on your indexed data
- Learn to pass custom LLM model
- Learn to integrate with Vector Database
Enroll now and start your journey with LlamaIndex!
The LLM space is continuously evolving and so does the underlying frameworks, so don’t be surprised with new additions ! Just stay tuned !