

Best Practices for Building LLM-Backed Applications
Dec 7, 2023
Waleed Kadous, Chief Scientist at Anyscale, discusses best practices for building applications leveraging large language models. Topics include heuristics for working with open source models, differences between Code Lama and GitHub Co-pilot, challenges in deploying open source models, using spending data to save data, fine-tuning models in supervised machine learning, and exploring the potential of multimodal models.
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7
Introduction
00:00 • 4min
Heuristics for Working with Open Source Models and Enhancing Them
03:31 • 4min
Comparison between Code Lama and GitHub Co-pilot
08:01 • 2min
Challenges and Considerations in Deploying Open Source Models
10:05 • 13min
Using Spending Data to Save Data
23:11 • 11min
Fine-tuning Models in Supervised Machine Learning
34:17 • 16min
Exploring the Potential of Multimodal Models
50:43 • 3min