René's URL Explorer Experiment


Title: Multi-Label Classification - Support Ticket Categorization - Instructor

Open Graph Title: Multi-Label Classification - Support Ticket Categorization - Instructor

X Title: Multi-Label Classification - Support Ticket Categorization - Instructor

Description: Implement multi-label classification with Instructor for support tickets. Assign multiple categories like ACCOUNT, BILLING, and GENERAL_QUERY simultaneously.

Open Graph Description: Implement multi-label classification with Instructor for support tickets. Assign multiple categories like ACCOUNT, BILLING, and GENERAL_QUERY simultaneously.

X Description: Implement multi-label classification with Instructor for support tickets. Assign multiple categories like ACCOUNT, BILLING, and GENERAL_QUERY simultaneously.

Opengraph URL: https://python.useinstructor.com/examples/multiple_classification/

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Domain: python.useinstructor.com

authorJason Liu
og:typewebsite
og:imagehttps://python.useinstructor.com/assets/images/social/examples/multiple_classification.png
og:image:typeimage/png
og:image:width1200
og:image:height630
twitter:cardsummary_large_image
twitter:imagehttps://python.useinstructor.com/assets/images/social/examples/multiple_classification.png

Links:

Try it on GitHub → https://github.com/567-labs/kura
https://python.useinstructor.com/
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instructor https://github.com/jxnl/instructor/
Introduction https://python.useinstructor.com/
Learning https://python.useinstructor.com/learning/getting_started/installation/
Integrations https://python.useinstructor.com/integrations/
Cookbook https://python.useinstructor.com/examples/
Concepts https://python.useinstructor.com/concepts/
Prompt Engineering https://python.useinstructor.com/prompting/
CLI Reference https://python.useinstructor.com/cli/
Find Jobs (External) https://python.useinstructor.com/jobs/
Blog https://python.useinstructor.com/blog/
https://python.useinstructor.com/
instructor https://github.com/jxnl/instructor/
Introduction https://python.useinstructor.com/
Learning https://python.useinstructor.com/learning/getting_started/installation/
Integrations https://python.useinstructor.com/integrations/
Cookbook https://python.useinstructor.com/examples/
Audio Information Extraction https://python.useinstructor.com/examples/audio_extraction/
Recursive Schema Examples https://python.useinstructor.com/examples/recursive/
Enhancing Text Classification https://python.useinstructor.com/examples/classification/
Local Classification with Llama-cpp https://python.useinstructor.com/examples/local_classification/
Structured Outputs with Ollama https://python.useinstructor.com/examples/ollama/
Multi-Modal Data with Gemini https://python.useinstructor.com/examples/multi_modal_gemini/
Exact Citations for RAG https://python.useinstructor.com/examples/exact_citations/
Extracting Knowledge Graphs https://python.useinstructor.com/examples/knowledge_graph/
Table Extraction with GPT-4 Vision https://python.useinstructor.com/examples/extracting_tables/
User-Defined Bulk Classification https://python.useinstructor.com/examples/bulk_classification/
AI Model Self-Correction https://python.useinstructor.com/examples/self_critique/
Receipt Data Extraction with GPT-4 https://python.useinstructor.com/examples/extracting_receipts/
Slide Data Extraction with GPT-4 https://python.useinstructor.com/examples/extract_slides/
Content Moderation with OpenAI https://python.useinstructor.com/examples/moderation/
Complex Entity Resolution https://python.useinstructor.com/examples/entity_resolution/
Expanding RAG Search Queries https://python.useinstructor.com/examples/search/
RAG Query Planning https://python.useinstructor.com/examples/planning-tasks/
PII Data Sanitization https://python.useinstructor.com/examples/pii/
Integrating Open Source Models https://python.useinstructor.com/examples/open_source/
Image to Ad Copy Generation https://python.useinstructor.com/examples/image_to_ad_copy/
SQLModel Integration https://python.useinstructor.com/examples/sqlmodel/
Examples in Pydantic Models https://python.useinstructor.com/examples/examples/
Intelligent Document Segmentation https://python.useinstructor.com/examples/document_segmentation/
Structured Output with watsonx.ai https://python.useinstructor.com/examples/watsonx/
Structured Outputs with Groq https://python.useinstructor.com/examples/groq/
Structured Outputs with Mistral https://python.useinstructor.com/examples/mistral/
Action Items Extraction https://python.useinstructor.com/examples/action_items/
Contact Information Extraction https://python.useinstructor.com/examples/extract_contact_info/
Knowledge Graph Building https://python.useinstructor.com/examples/building_knowledge_graphs/
Tracing with Langfuse https://python.useinstructor.com/examples/tracing_with_langfuse/
Multiple Classification Tasks https://python.useinstructor.com/examples/multiple_classification/
Pandas DataFrame Integration https://python.useinstructor.com/examples/pandas_df/
Partial Response Streaming https://python.useinstructor.com/examples/partial_streaming/
Single Classification Tasks https://python.useinstructor.com/examples/single_classification/
Table Extraction from Images https://python.useinstructor.com/examples/tables_from_vision/
Using Decimals https://python.useinstructor.com/examples/using_decimals/
YouTube Clip Analysis https://python.useinstructor.com/examples/youtube_clips/
Concepts https://python.useinstructor.com/concepts/
Prompt Engineering https://python.useinstructor.com/prompting/
CLI Reference https://python.useinstructor.com/cli/
Find Jobs (External) https://python.useinstructor.com/jobs/
Blog https://python.useinstructor.com/blog/
https://github.com/jxnl/instructor/edit/main/docs/examples/multiple_classification.md
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