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AI Image Generator

A cutting-edge machine learning application that generates unique images from text descriptions using stable diffusion models. Features real-time generation and style transfer capabilities.

PythonTensorFlowReact

Overview

This project leverages state-of-the-art diffusion models to create stunning, unique images from text prompts. Built with a focus on performance and user experience, it combines powerful backend ML processing with an intuitive frontend interface.

Key Features

  • ✓Real-time image generation from text prompts
  • ✓Style transfer and image-to-image translation
  • ✓Batch processing capabilities
  • ✓Custom model fine-tuning interface
  • ✓Gallery management and export options
  • ✓API for programmatic access

Technologies Used

Python 3.10TensorFlow 2.xStable DiffusionReact 18FastAPIRedis for cachingPostgreSQLDocker & Kubernetes

Technical Challenges

  • ⚡Optimizing inference time for real-time generation
  • ⚡Managing GPU memory efficiently for concurrent requests
  • ⚡Implementing effective prompt engineering
  • ⚡Handling large-scale model deployment

Outcomes & Impact

  • ●Reduced generation time from 30s to 8s per image
  • ●Successfully serving 1000+ concurrent users
  • ●Achieved 95% user satisfaction rating
  • ●Generated over 1M images in production