7.2 Training Process

The training pipeline for Aries AI is a blend of advanced machine learning techniques, optimized for multimodal performance across both agents.

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Fine-Tuning

• Creative Agent:

  • Fine-tuned using diffusion models and GANs (Generative Adversarial Networks) to achieve high fidelity in image generation.

  • Integration of style transfer techniques for tailored outputs aligned with user preferences.

• Voice Agent:

  • Fine-tuned with large-scale transformer models such as DeepSeek for context-aware conversational abilities.

  • Specialized acoustic models for natural and expressive speech synthesis.

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Transfer Learning

• Pre-trained foundational models form the baseline for both agents, reducing computational overhead and accelerating deployment.

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Multimodal Optimization

• Aries AI employs multimodal fusion techniques to enable seamless interaction between the Creative and Voice Agents. This includes:

  • Coordinating textual inputs to generate complementary visual and conversational outputs.

  • Real-time synchronization for enhanced cross-agent collaboration.