Tutorial: Document classification for SEC filings
In this tutorial, you'll use Snorkel Flow to train and build a model that classifies over 20,000 SEC filings into one of the following categories: employment, s...
Hierarchical configuration for classification and extraction tasks
In this page, you will learn how to create a hierarchical task (classification, extraction, etc.).
Extraction from PDFs: Extracting balance sheet amounts
In this tutorial, you will use Snorkel Flow to extract balance sheet amounts from the SEC filings of public companies.
Information extraction: Extracting execution dates from contracts
We will demonstrate how to use Snorkel Flow for a simple text information extraction application: extracting the execution date from a set of loan agreements fo...
Multi-label classification: Predicting tags of posts on Stack Exchange
We will demonstrate how to use Snorkel Flow for a simple multi-label classification problem “statistics, machine learning, data analysis, data mining, and data ...
Sequence tagging: Extracting companies in financial news articles
We will demonstrate how to use Snorkel Flow to extract mentions of companies in financial news articles with state-of-the-art sequence tagging technology. In th...
LLM fine-tuning and alignment tutorial
In this tutorial, you can use Snorkel to evaluate the current performance of a generative AI system. Snorkel Flow allows developers to programmatically align a ...