Overview
Syllabus
- Introduction
- What is LlamaIndex?
- Differentiating LlamaIndex in the AI framework ecosystem.
- Discussing data analysis, search, and retrieval applications.
- Exploring Retrieval Augmented Generation RAG and vector databases.
- Implementing and optimizing One Bot in Discord.
- Developing and evaluating datasets for AI systems.
- Community contributions and the growth of LlamaIndex.
- Discussing embedding models and the use of vector databases.
- Addressing AI model hallucinations and fine-tuning.
- Text extraction applications and agent-based systems in AI.
- Community contributions to LlamaIndex and managing refactors.
- Interactions with big tech's corpus and AI context length.
- Final thoughts on underrated aspects of ML and challenges in AI.
Taught by
Weights & Biases