Snorkel AI Courses

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

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

Leveraging Data to Unlock AI's True Potential in Enterprise Projects

Unlock AI's potential through data development. Learn to fine-tune LLMs for domain-specific tasks, leverage expert knowledge, and accelerate high-quality dataset creation using Snorkel Flow.

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

Best Practices and Tips for Fine-Tuning Representation Models

Discover techniques to enhance generative applications through representation model fine-tuning. Learn data quality strategies, augmentation methods, and optimization tips for RAG-based pipelines.

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

Scaling Language Model Tuning with Snorkel AI - A Case Study

Explore Snorkel AI's innovative approach to scaling language model tuning using programmatic labeling and guiding models for efficient data curation and improved performance.

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

Fine-Tuning and Customizing LLMs for Enterprise Tasks

Explore LLM fine-tuning techniques for enterprise-specific tasks. Learn about data quality, customization methods, and the trend towards task-specific models in organizational AI implementation.

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

Data-Centric Development is Key to Production-Level AI

Explore data-centric AI development approaches for adapting foundation models to complex use cases, focusing on techniques for pre-training, instruction-tuning, and task-specific fine-tuning.

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

How Data-Centric AI Has Revolutionized Document Extraction

Explore data-centric AI's role in simplifying entity extraction from semi-structured documents, overcoming PDF challenges, and leveraging foundation models for accelerated development.

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

The Making of RedPajama and the Future of Open-Source AI

Explore the creation of RedPajama, an open-source AI project, and its impact on the future of AI. Learn about data collection and training processes for building leading open-source models.

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