📄️ Intro
Tutorials overview
📄️ Detect Adverse Drug Events in Medical Text with GLiClass
Use zero-shot classification to identify adverse drug events, assess severity, and categorize reaction types in medical text -- all running locally with no API keys required.
📄️ Extract Biomedical Entities from Clinical Reports with GLiNER
Use GLiNER locally to identify diseases, medications, procedures, symptoms, and other biomedical entities from clinical text -- no API keys, no cloud dependencies.
📄️ Classify Customer Intent in Support Tickets with GLiClass
Automatically classify customer support tickets by intent using GLiClass, an open-source zero-shot classification framework that runs entirely on your local machine -- no API keys, no external services, no usage limits.
📄️ Parse Enterprise Search Queries with GLiNER
Turn natural language search queries into structured filters using GLiNER, a local open-source entity recognition framework. No API keys, no external services -- just a model running on your machine.
📄️ Train a Financial Spam Detector with GLiClass
Fine-tune a GLiClass model to detect financial spam, phishing, and fraudulent content — entirely locally with no API keys or cloud dependencies.
📄️ Build a GraphRAG System with GLiNER
Build a knowledge graph from your documents using a single local model, then use graph structure to improve retrieval-augmented generation -- no API keys required.
📄️ Extract Structured Data from Invoices with GLiNER
Extract key fields from unstructured invoice text using GLiNER's local entity recognition, then assemble them into structured JSON ready for accounting systems.
📄️ How to Link Medical Entities to Hospital Databases
Connect extracted medical entities to your hospital's internal databases and terminology systems for consistent coding and record matching.
📄️ PII Detection and Redaction with GLiNER: Complete Guide
Build a privacy-compliant data processing pipeline that automatically detects and redacts personally identifiable information from text documents.
📄️ How to Categorize Social Media Posts Locally with GLiClass
Run zero-shot text classification on your local machine to categorize social media posts by topic, sentiment, and intent without sending data to external APIs.