Generative Algorithms

Service Overview

Harness the power of generative AI to create, design, and innovate. Our generative algorithm services encompass GANs, diffusion models, transformers, and evolutionary algorithms to generate images, text, code, 3D models, music, and synthetic data. We develop custom generative models tailored to your specific domain and creative needs.

From content creation and design automation to procedural generation and data augmentation, we implement cutting-edge generative techniques that unlock new creative possibilities and automate complex design tasks.

Core Capabilities

• Image Generation: Custom diffusion models, GANs, and ControlNet for generating images from text, sketches, or existing images
• Large Language Models: Fine-tuned LLMs for domain-specific text generation, code generation, and conversational AI
• 3D Model Generation: Text-to-3D, image-to-3D, procedural modeling, and parametric design systems
• Synthetic Data Generation: Generate realistic training data for machine learning, privacy-preserving synthetic datasets
• Audio & Music Generation: Text-to-speech, music composition, sound effect generation, and voice cloning
• Evolutionary & Procedural Systems: Genetic algorithms, procedural content generation, and optimization through evolution

Best Practices & Methodologies

Development Approach

• Model Selection: Choose appropriate architectures (GANs, VAEs, Diffusion, Transformers) based on use case
• Fine-Tuning: Adapt pre-trained models (Stable Diffusion, GPT, LLaMA) to domain-specific applications
• Quality Control: Implement filtering, safety measures, and quality metrics (FID, IS, CLIP scores)
• Ethical AI: Content filtering, bias mitigation, watermarking, and responsible AI practices
• Controllability: User-guided generation through conditioning, prompts, and interactive refinement
• Optimization: Model quantization, distillation, and inference optimization for production deployment

Technologies & Frameworks

Industry Applications