Overview

AI Slop Detector is a machine learning model that classifies text as AI-generated or human-written. The project includes a complete pipeline for training, evaluation, and deployment with REST APIs for both browser and server environments.

Key Features

  • Training Pipeline: Complete ML pipeline for model training and evaluation
  • Inference APIs: REST endpoints for real-time text classification
  • Dual Deployment: Support for both browser (WASM) and server deployment
  • High Accuracy: Optimized model for distinguishing AI-generated content
  • FastAPI Backend: Modern async API framework for low-latency responses

Technical Highlights

  • Implements state-of-the-art NLP techniques for text classification
  • Containerized deployment for easy scaling
  • Comprehensive evaluation metrics and model monitoring
  • API documentation with OpenAPI/Swagger

Use Cases

  • Content moderation and authenticity verification
  • Academic integrity checking
  • Quality control for AI-generated content
  • Research tool for studying AI text generation patterns