Does data-centric AI allow data teams to iterate on vast data sets? Yes, but the tools change, according to Andrew Ng. #datacentricai #datascience #scalablesolutions
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Alfred: An Open-Source Tool for Building Training Data with Foundation Models and Weak Supervision
Transforming Call Center Operations with Snorkel AI
How to Add/Remove/Manage Foundation Models (FMs) and Large Language Models (LLMs) in Snorkel Flow
How to Create Computer Vision Applications in Snorkel Flow
How to Upload Images and PDFs into Snorkel Flow
How to Optimize RAG Pipelines for Domain- and Enterprise-Specific Tasks
Three Ways to Evaluate LLMs
The Iterative LLM Development Loop in Snorkel Flow
How to activate Llama 3.1 405B in Snorkel Flow
LLM Evaluation for Production Enterprise Applications
DEMO: How to Evaluate Enterprise LLMs in Snorkel Flow
How to Evaluate LLM Performance for Domain-Specific Use Cases
LLM Distillation: How Step-by-Step LLM Distillation Yields Incredible Results #shorts
Build Better LLMs Through Data Slicing
When, Why and How to Fine-Tune LLMs for Enterprise Applications
DEMO: How To Align LLMs for Enterprise Applications in Snorkel Flow
4 Ways to Align LLMs: RLHF, DPO, KTO, and ORPO
LLM Application Improvements: The View That Developers Need
Building Better LLM Applications in Snorkel Flow: An Overview #shorts
We Need Thousands of Research Papers to Flesh Out Data-Centric AI, Andrew Ng #shorts
How New Research Extends Weak Supervision Beyond Classification Problems
The LLM application iteration loop within Snorkel Flow #shorts
Why You Should Never Fully Trust a Reward Model #shorts
How to Fine-Tune LLMs to Perform Specialized Tasks Accurately