René's URL Explorer Experiment

Title: Instructor Cookbook Collection - Instructor

Open Graph Title: Instructor Cookbook Collection - Instructor

X Title: Instructor Cookbook Collection - Instructor

Description: Practical examples and recipes for solving real-world problems with structured outputs

Open Graph Description: Practical examples and recipes for solving real-world problems with structured outputs

X Description: Practical examples and recipes for solving real-world problems with structured outputs

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

Generator: mkdocs-1.6.1, mkdocs-material-9.7.1

direct link

Domain: python.useinstructor.com

author	Jason Liu
og:type	website
og:image	https://python.useinstructor.com/assets/images/social/examples/index.png
og:image:type	image/png
og:image:width	1200
og:image:height	630
twitter:card	summary_large_image
twitter:image	https://python.useinstructor.com/assets/images/social/examples/index.png

Links:

Skip to content	https://python.useinstructor.com/examples/#instructor-cookbooks
Try it on GitHub →	https://github.com/567-labs/kura
	https://python.useinstructor.com/
	javascript:void(0)
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/
Text Processing	https://python.useinstructor.com/examples/#text-processing
Classification Examples	https://python.useinstructor.com/examples/#classification-examples
Information Extraction	https://python.useinstructor.com/examples/#information-extraction
Document Processing	https://python.useinstructor.com/examples/#document-processing
Multi-Modal Examples	https://python.useinstructor.com/examples/#multi-modal-examples
Vision Processing	https://python.useinstructor.com/examples/#vision-processing
Multi-Modal Processing	https://python.useinstructor.com/examples/#multi-modal-processing
Data Tools	https://python.useinstructor.com/examples/#data-tools
Database Integration	https://python.useinstructor.com/examples/#database-integration
Streaming and Processing	https://python.useinstructor.com/examples/#streaming-and-processing
API Integration	https://python.useinstructor.com/examples/#api-integration
Observability & Tracing	https://python.useinstructor.com/examples/#observability-tracing
Deployment Options	https://python.useinstructor.com/examples/#deployment-options
Model Providers	https://python.useinstructor.com/examples/#model-providers
Local Deployment	https://python.useinstructor.com/examples/#local-deployment
Stay Updated	https://python.useinstructor.com/examples/#stay-updated
	https://github.com/jxnl/instructor/edit/main/docs/examples/index.md
	https://github.com/jxnl/instructor/raw/main/docs/examples/index.md
¶	https://python.useinstructor.com/examples/#instructor-cookbooks
View Recipes	https://python.useinstructor.com/examples/#text-processing
View Recipes	https://python.useinstructor.com/examples/#multi-modal-examples
View Recipes	https://python.useinstructor.com/examples/#data-tools
View Recipes	https://python.useinstructor.com/examples/#deployment-options
¶	https://python.useinstructor.com/examples/#text-processing
¶	https://python.useinstructor.com/examples/#classification-examples
Single Classification	https://python.useinstructor.com/examples/single_classification/
Multiple Classification	https://python.useinstructor.com/examples/multiple_classification/
Enum-Based Classification	https://python.useinstructor.com/examples/classification/
Batch Classification	https://python.useinstructor.com/examples/bulk_classification/
Batch Classification with LangSmith	https://python.useinstructor.com/examples/batch_classification_langsmith/
Local Classification	https://python.useinstructor.com/examples/local_classification/
¶	https://python.useinstructor.com/examples/#information-extraction
Entity Resolution	https://python.useinstructor.com/examples/entity_resolution/
Contact Information	https://python.useinstructor.com/examples/extract_contact_info/
PII Sanitization	https://python.useinstructor.com/examples/pii/
Citation Extraction	https://python.useinstructor.com/examples/exact_citations/
Action Items	https://python.useinstructor.com/examples/action_items/
Search Query Processing	https://python.useinstructor.com/examples/search/
¶	https://python.useinstructor.com/examples/#document-processing
Document Segmentation	https://python.useinstructor.com/examples/document_segmentation/
Planning and Tasks	https://python.useinstructor.com/examples/planning-tasks/
Knowledge Graph Generation	https://python.useinstructor.com/examples/knowledge_graph/
Knowledge Graph Building	https://python.useinstructor.com/examples/building_knowledge_graphs/
Chain of Density	https://python.useinstructor.com/tutorials/6-chain-of-density.ipynb
¶	https://python.useinstructor.com/examples/#multi-modal-examples
¶	https://python.useinstructor.com/examples/#vision-processing
Table Extraction	https://python.useinstructor.com/examples/tables_from_vision/
Table Extraction with GPT-4	https://python.useinstructor.com/examples/extracting_tables/
Receipt Information	https://python.useinstructor.com/examples/extracting_receipts/
Slide Content Extraction	https://python.useinstructor.com/examples/extract_slides/
Image to Ad Copy	https://python.useinstructor.com/examples/image_to_ad_copy/
YouTube Clip Analysis	https://python.useinstructor.com/examples/youtube_clips/
¶	https://python.useinstructor.com/examples/#multi-modal-processing
Gemini Multi-Modal	https://python.useinstructor.com/examples/multi_modal_gemini/
¶	https://python.useinstructor.com/examples/#data-tools
¶	https://python.useinstructor.com/examples/#database-integration
SQLModel Integration	https://python.useinstructor.com/examples/sqlmodel/
Pandas DataFrame	https://python.useinstructor.com/examples/pandas_df/
¶	https://python.useinstructor.com/examples/#streaming-and-processing
Partial Response Streaming	https://python.useinstructor.com/examples/partial_streaming/
Self-Critique and Correction	https://python.useinstructor.com/examples/self_critique/
¶	https://python.useinstructor.com/examples/#api-integration
Content Moderation	https://python.useinstructor.com/examples/moderation/
Cost Optimization with Batch API	https://python.useinstructor.com/examples/batch_job_oai/
Few-Shot Learning	https://python.useinstructor.com/examples/examples/
¶	https://python.useinstructor.com/examples/#observability-tracing
Langfuse Tracing	https://python.useinstructor.com/examples/tracing_with_langfuse/
¶	https://python.useinstructor.com/examples/#deployment-options
¶	https://python.useinstructor.com/examples/#model-providers
Groq Cloud API	https://python.useinstructor.com/examples/groq/
Mistral/Mixtral Models	https://python.useinstructor.com/examples/mistral/
IBM watsonx.ai	https://python.useinstructor.com/examples/watsonx/
¶	https://python.useinstructor.com/examples/#local-deployment
Ollama Integration	https://python.useinstructor.com/examples/ollama/
¶	https://python.useinstructor.com/examples/#stay-updated
Tutorial series	https://python.useinstructor.com/tutorials/
feedback form	https://forms.gle/ijr9Zrcg2QWgKoWs7
Previous TrueFoundry	https://python.useinstructor.com/integrations/truefoundry/
Next Audio Information Extraction	https://python.useinstructor.com/examples/audio_extraction/
Material for MkDocs	https://squidfunk.github.io/mkdocs-material/
	https://twitter.com/jxnlco
	https://github.com/jxnl

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URLs of crawlers that visited me.