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Intelligent chatbot with NLP, multi-language support, and CRM integration
Create an advanced AI chatbot platform for customer service that uses natural language processing, intent recognition, and context management. Features multi-language support, sentiment analysis, human handoff, and integration with popular CRM systems.
Intent recognition
Entity extraction
Context management
Multi-language support
Sentiment analysis
Human handoff
CRM integration
Analytics dashboard
Training interface
API webhooks
Rasa for NLU, FastAPI backend, React frontend, PostgreSQL for data, Redis for sessions, Elasticsearch for search, Kubernetes deployment
NLP fundamentals
Python ML stack
Dialogue systems
API development
Microservices
Kubernetes basics
Build conversational AI
Implement NLP pipelines
Design dialogue management
Handle multi-turn conversations
Deploy ML models
Scale chatbot systems
Rasa and infrastructure setup
Create intents and entities
Train NLU models
Implement conversation flows
Context management system
Language support
Sentiment analysis
Connect to CRM systems
Analytics and training UI
Kubernetes deployment