Snorkel AI Courses

LLM Evaluation for Production Enterprise Applications

Explore LLM evaluation for enterprise applications, covering metrics, approaches, and tools to ensure accuracy, compliance, and suitability for organizational needs.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

How to Evaluate Enterprise LLMs in Snorkel Flow

Learn to build a robust evaluation framework for enterprise LLMs using Snorkel Flow. Explore techniques for creating quality training data and analyzing performance across metrics and data slices.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

How to Evaluate LLM Performance for Domain-Specific Use Cases

Explore advanced LLM evaluation techniques for enterprise AI, including data-centric approaches, quality modeling, and fine-grained benchmarking to overcome common challenges and improve performance.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Aligning Large Language Models for Enterprise Applications in Snorkel Flow - Demo

Discover efficient techniques for aligning large language models with enterprise applications using Snorkel Flow, streamlining the process of training data preparation and model adaptation.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Extending Weak Supervision Beyond Classification - New Research Insights

Explore groundbreaking research extending weak supervision to new task types, including ranking, and its potential impact on AGI superalignment.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

How to Fine-Tune LLMs for Specialized Enterprise Tasks - Curating Data and Emerging Methods

Explore fine-tuning methods for LLMs, learn to curate high-quality training data efficiently, and understand evaluation techniques for accurate enterprise deployment of specialized language models.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

How to Align LLMs to Enterprise Objectives and Policies

Discover enterprise LLM alignment techniques to improve AI chatbot accuracy and compliance. Learn to align AI assistants with industry standards and policies for enhanced performance.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Large Language Models Can Help Make Better Image Classifiers

Explore how follow-up differential descriptions enhance zero-shot image classification by tailoring class descriptions, improving performance and addressing ambiguities in datasets.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

How to Accelerate AI Training With Programmatic Data Labeling - Snorkel Flow Demo

Accelerate AI development with programmatic data labeling. Learn efficient knowledge capture, automated labeling, and iterative improvement techniques for enterprise AI initiatives.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

RAG Optimization: A Practical Overview for Improving Retrieval Augmented Generation

Discover practical techniques for optimizing RAG systems, from document chunking to embedding models and data enrichment, to enhance LLM performance and reliability.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Optimizing RAG Implementations for Specialized Enterprise Tasks

Optimize RAG implementations for enterprise tasks. Learn to fine-tune components, apply AI data development techniques, and accelerate production delivery for increased accuracy and precision.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Fine-Tuning Large Language Models Faster Using Bonito for Task-Specific Training Data Generation

Accelerate LLM fine-tuning with Bonito: Generate task-specific training data for faster instruction tuning and improved zero-shot task adaptation on specialized, private datasets.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

New in Snorkel Flow 2024.R1: Enhanced Security, Image Categorization, and More

Explore Snorkel Flow's latest release: enhanced security, image categorization, LLM integrations, and document intelligence workflows for advanced AI-driven insights and custom solutions.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

How Wayfair Transforms Customer Experiences with Data-Centric AI

Discover Wayfair's innovative AI strategies for enhancing product tagging, improving customer engagement, and driving significant gains in e-commerce metrics.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

ROBOSHOT: Improving Foundation Model Performance Without Fine-Tuning

Boost zero-shot foundation model performance with ROBOSHOT. Learn to improve robustness, reduce biases, and understand conditions for enhanced results without fine-tuning.

• YouTube
• 36 minutes
• Self-Paced
• Free Video