Snorkel AI Courses

Knowledge Distillation Demystified: Techniques and Applications

Explore knowledge distillation techniques for optimizing ML models in NLP. Learn extraction and transfer methods, target skill identification, and innovative data-centric approaches for efficient model training.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Model Distillation - From Large Models to Efficient Enterprise Solutions

Explore model distillation techniques for efficient enterprise AI systems. Learn strategies, real-world applications, and best practices to optimize performance and minimize costs in natural language processing.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Curate Training Data via Labeling Functions - 10 to 100x Faster

Accelerate data labeling for AI models using programmatic techniques. Learn to capture SME knowledge, improve label accuracy, and explore real-world use cases in banking, pharma, and healthcare.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Revolutionizing Data Analysis: Combining LLM, RAG, and Domain Knowledge

Leverage NLP and RAG systems to extract insights from structured and unstructured data, generate actionable insights, and empower data-driven analysis without SQL.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Task Me Anything: Revolutionizing Multimodal Model Benchmarking

Explore Task Me Anything platform for efficient multimodal model evaluation. Learn programmatic task generation and active learning techniques to create custom benchmarks for data science projects.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Alfred: Building Training Data with Foundation Models and Weak Supervision - Snorkel AI

Streamline data labeling with Alfred, combining foundation models and weak supervision to create high-quality training datasets for academic research and machine learning projects.

• YouTube
• 30 minutes
• On-Demand
• Free Video

How to Optimize RAG Pipelines for Domain- and Enterprise-Specific Tasks

Master RAG pipeline optimization for accurate, reliable LLM applications. Learn semantic document chunking, embedding techniques, and fine-tuning strategies. Leverage Snorkel Flow to accelerate development and overcome retrieval errors.

• YouTube
• 56 minutes
• On-Demand
• Free Video

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video