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Amrit74/chatbot-nlu-trainer-evaluator

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App README

🤖 Chatbot NLU Trainer & Evaluator

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Advanced Natural Language Understanding Training Platform

![GitHub](https://github.com/Amarjit99/chatbot-nlu-trainer-evaluator1) ![Production Ready](https://github.com/Amarjit99/chatbot-nlu-trainer-evaluator1) ![Docker Support](https://github.com/Amarjit99/chatbot-nlu-trainer-evaluator1) ![License: MIT](https://github.com/Amarjit99/chatbot-nlu-trainer-evaluator1/blob/main/LICENSE)

A comprehensive NLU training platform supporting multiple backends with advanced features for building, training, and deploying chatbot models.

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🌟 Live Demo Features

This Hugging Face Space showcases the core functionality of our production-ready NLU training platform:

✨ Interactive Capabilities

  • —🤖 NLU Model Training - Simulate training with different backends (HuggingFace, Rasa, spaCy)
  • —🎯 Intent Prediction - Test real-time intent classification with confidence scores
  • —📊 Model Evaluation - Comprehensive performance metrics and visualizations
  • —🔍 API Testing - Interactive API endpoint testing interface
  • —📚 Documentation - Complete guides and API reference

🛠️ Multi-Backend Support

  • —HuggingFace Transformers - State-of-the-art transformer models
  • —Rasa Open Source - Advanced conversational AI framework
  • —spaCy - Industrial-strength NLP library

🚀 Try It Out!

  1. 1.🤖 NLU Training: Upload your training data and simulate model training
  2. 2.🔍 Intent Prediction: Test intent classification with sample texts
  3. 3.📊 Model Evaluation: View detailed performance metrics
  4. 4.🔧 API Testing: Explore the REST API endpoints

🏭 Full Production Application

This demo represents a simplified version of our complete production-ready platform. The full application includes:

✅ Production Features

  • —🔐 Secure Authentication - JWT-based user management
  • —🏢 Multi-Workspace Support - Project organization and isolation
  • —🎯 Active Learning - Uncertainty-based sample selection
  • —🏷️ Entity Annotation - Advanced NER training tools
  • —📈 Analytics Dashboard - Comprehensive model performance tracking
  • —👤 Admin Dashboard - System monitoring and user management
  • —🐳 Docker Deployment - Production-ready containerization

🛠️ Technology Stack

  • —Frontend: React 19.1.1 + Vite 7.1.5
  • —Backend: Node.js + Express + MongoDB
  • —AI/ML: HuggingFace, Rasa, spaCy integration
  • —Deployment: Docker + Compose, multi-platform support

📊 Project Status

✅ 100% Complete - All development phases finished, production-ready with comprehensive documentation.

PhaseStatusFeatures
Phase 1✅ CompleteAuthentication, workspace management, basic training
Phase 2✅ CompleteMulti-backend NLU support
Phase 3✅ CompleteModel evaluation, versioning, comparison
Phase 4✅ CompleteActive learning, entity annotation, admin dashboard
Phase 5✅ CompleteDocker deployment, comprehensive documentation

🔗 Links & Resources

🚀 Get Started

Ready to deploy the full application?

bash
# Clone the repository
git clone https://github.com/Amarjit99/chatbot-nlu-trainer-evaluator1.git
cd chatbot-nlu-trainer-evaluator1

# Quick Docker deployment
docker-compose up -d

# Access at http://localhost

👨‍💻 Author

Amarjit Kumar - Full-Stack Developer & AI Engineer

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⭐ Star the repository if you find this project useful!

Built with ❤️ for the AI community

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