Proposed by: Purnesh Gali
Generative AI at scale: Challenges, Solutions, and Trade-offs.
- Everyone's talking about how Generative AI, especially Large Language Models (LLMs), can be used in businesses. However, most of these discussions only scratch the surface.
- We believe that understanding their strengths, particularly their limitations, is vital before discussing the use cases.
- Over the past six months, we have been conducting extensive research and experimenting with LLMs, with the aim of utilizing them in real-world situations.
- Despite our deep expertise in this field, we are still surprised by the breathtaking speed at which this field is evolving.
- We have learned a lot along the way, and since we believe in community learning, we plan to share some of our findings.
- Will talk about state of art models, their strengths, limitations, a few approaches to overcome limitations, tradeoffs with each approach, etc.
Source code/Reference: https://actalyst.medium.com/
Talk duration: