Date: 13th Jan 2024
Time: 10 AM to 1 PM
Tired of generic AI responses? Unleash the power of Retrieval-Augmented Generation (RAG) with this hands-on workshop! Dive into how RAG leverages vector databases to retrieve context-rich information, boosting your LLMs to generate precise, human-quality text. Master the fusion of retrieval and generation, crafting responses informed by deep understanding. Leave equipped to build AI systems that adapt to any prompt, generating tailor-made text masterpieces.
- Introduction to RAG & Why It Matters
- Understanding Vector Databases
- Retrieval & Search Strategies
- Augmenting LLMs with Retrieved Context
- Fine-tuning LLMs for RAG Applications
- Building & Deploying RAG Systems
- Advanced Topics & Future Trends
- Hands-on Lab Sessions
- Master the core principles of RAG and its advantages over pure generative models.
- Gain hands-on experience with vector databases and retrieval techniques for RAG.
- Develop skills for crafting effective prompts and augmenting LLMs with retrieved context.
- Understand the tools and strategies for building, deploying, and optimizing RAG systems.
- Google Colab / Jupyter notebook
- Good speed internet connectivity
Sachin Tripathi, Manager – AI Research at AIM