Weaviate Podcast
Weaviate Podcast
Weaviate
Charles Frye on Full Stack Deep Learning - Weaviate Podcast #57!
1 hour 39 minutes Posted Jul 13, 2023 at 3:34 pm.
Welcome Charles Frye!
Charles’ journey into Deep Learning
Weights & Biases and MLOps
Retrieval-Augmented Generation Stack
Data Engines and AI Products
Fine-Tuning
Information Retrieval Techniques
RAG as Tool Use and RETRO
Gorilla and Fine-Tuned Tool Use
Text-to-SQL Tool Use
Generative Data Augmentation
LLM generated queries for embeddings
Long-Tail and Data Imbalance
LoRA LLM Fine-Tuning
Eigenvectors and Disentaglement
LLM for Each User
Embedding Visualization and ML Observability
GPU Utilization
Discord Q&A Bot App
Data Schema Design
Graph and Vector Databases
Future Directions in AI
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Show notes
Hey everyone! Thank you so much for watching the 57th Weaviate podcast with Charles Frye! Charles is an educator at Full Stack Deep Learning, one of the world's top courses on Deep Learning with lectures available on YouTube (link below)! This was one of the most thorough Weaviate podcasts published so far, covering all sorts of topics around the evolution of Deep Learning! Particularly we discussed the Retrieval-Augmented Generation stack with Vector Databases and Zero-Shot Large Language Models and how that compares to more conventional machine learning workflows and the MLOPs stack! I really enjoyed chatting with Charles and am more than happy to answer any questions or discuss any ideas you have about the content in the podcast! Thank you so much for listening!
Check out Full Stack Deep Learning! https://fullstackdeeplearning.com/
Full Stack Deep Learning on YouTube! https://www.youtube.com/@The_Full_Stack
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