II.
LibraryProcess overview
Reference · livelib-process:ai-agents-conversational--intent-classification-system
intent-classification-system overview
Intent Classification System Development - Process for building robust intent classification systems including training data creation, model selection, few-shot/zero-shot approaches, and confidence threshold tuning.
Attributes
displayName
intent-classification-system
description
Intent Classification System Development - Process for building robust intent classification systems
including training data creation, model selection, few-shot/zero-shot approaches, and confidence threshold tuning.
libraryPath
library/specializations/ai-agents-conversational/intent-classification-system.js
specialization
ai-agents-conversational
references
- - Hugging Face Transformers: https://huggingface.co/docs/transformers/ - SetFit: https://github.com/huggingface/setfit - Rasa NLU: https://rasa.com/docs/rasa/nlu-training-data/
example
const result = await orchestrate('specializations/ai-agents-conversational/intent-classification-system', {
projectName: 'support-intent-classifier',
intents: ['billing_inquiry', 'technical_support', 'account_management', 'general_question'],
approach: 'fine-tuned',
modelType: 'bert'
});
usesAgents
- nlu-specialist
- ml-engineer
- ml-trainer
- ml-evaluator
- api-developer
usesSkills
- intent-classifier-prompts
Outgoing edges
lib_applies_to_domain1
- domain:software-engineering·DomainSoftware Engineering
lib_belongs_to_specialization1
- specialization:ai-agents-conversational·Specialization
lib_implements_workflow1
- workflow:agent-evaluation-cycle·WorkflowAgent Evaluation Cycle
uses_agent1
- lib-agent:shared--api-developer·LibraryAgentapi-developer
Incoming edges
None.