René's URL Explorer Experiment


Title: Text Classification with OpenAI and Pydantic - Instructor

Open Graph Title: Text Classification with OpenAI and Pydantic - Instructor

X Title: Text Classification with OpenAI and Pydantic - Instructor

Description: Learn to implement single-label and multi-label text classification using OpenAI API and Pydantic models in Python.

Open Graph Description: Learn to implement single-label and multi-label text classification using OpenAI API and Pydantic models in Python.

X Description: Learn to implement single-label and multi-label text classification using OpenAI API and Pydantic models in Python.

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

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Domain: python.useinstructor.com

authorJason Liu
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twitter:imagehttps://python.useinstructor.com/assets/images/social/examples/classification.png

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Skip to content https://python.useinstructor.com/examples/classification/#text-classification-using-openai-and-pydantic
Try it on GitHub → https://github.com/567-labs/kura
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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/
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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/
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/
Single-Label Classification https://python.useinstructor.com/examples/classification/#single-label-classification
Defining the Structures https://python.useinstructor.com/examples/classification/#defining-the-structures
Classifying Text https://python.useinstructor.com/examples/classification/#classifying-text
Testing and Evaluation https://python.useinstructor.com/examples/classification/#testing-and-evaluation
Multi-Label Classification https://python.useinstructor.com/examples/classification/#multi-label-classification
Defining the Structures https://python.useinstructor.com/examples/classification/#defining-the-structures_1
Classifying Text https://python.useinstructor.com/examples/classification/#classifying-text_1
Testing and Evaluation https://python.useinstructor.com/examples/classification/#testing-and-evaluation_1
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/
Single-Label Classification https://python.useinstructor.com/examples/classification/#single-label-classification
Defining the Structures https://python.useinstructor.com/examples/classification/#defining-the-structures
Classifying Text https://python.useinstructor.com/examples/classification/#classifying-text
Testing and Evaluation https://python.useinstructor.com/examples/classification/#testing-and-evaluation
Multi-Label Classification https://python.useinstructor.com/examples/classification/#multi-label-classification
Defining the Structures https://python.useinstructor.com/examples/classification/#defining-the-structures_1
Classifying Text https://python.useinstructor.com/examples/classification/#classifying-text_1
Testing and Evaluation https://python.useinstructor.com/examples/classification/#testing-and-evaluation_1
https://github.com/jxnl/instructor/edit/main/docs/examples/classification.md
https://github.com/jxnl/instructor/raw/main/docs/examples/classification.md
https://python.useinstructor.com/examples/classification/#text-classification-using-openai-and-pydantic
single classificationhttps://python.useinstructor.com/examples/bulk_classification/
multi-label classificationhttps://python.useinstructor.com/examples/bulk_classification/
https://python.useinstructor.com/examples/classification/#single-label-classification
https://python.useinstructor.com/examples/classification/#defining-the-structures
Literalhttps://python.useinstructor.com/concepts/prompting/#literals
prompting guidehttps://python.useinstructor.com/prompting/
Chain of Thoughthttps://python.useinstructor.com/concepts/prompting/#chain-of-thought
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https://python.useinstructor.com/examples/classification/#multi-label-classification
https://python.useinstructor.com/examples/classification/#defining-the-structures_1
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