Document classification: Classifying contract types
In this tutorial, you will be using Snorkel Flow to train and build a model that will classify 20,000+ SEC filings into one of the four following types: employm...
LLM fine-tuning and alignment tutorial
Snorkel Flow allows developers to programmatically align a large language model (LLM) to domain-specific preference and objectives. Use Snorkel to evaluate the ...
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...