Modern MLOps Platform for Generative AI
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A modern MLOps platform for Generative AI seamlessly integrates the practices of machine learning operations with the unique aspects of generative models. Such platforms strive to automate and streamline the end-to-end lifecycle of generative AI models, ensuring robustness, scalability, and reproducibility. A holistic approach is crucial, addressing both the technical dimensions of model development and deployment and the ethical, safety, and governance considerations inherent to generative models.
Here Is the Architecture of Such a Platform
1. Data Ingestion and Storage
- Data collection: Harness data from diverse sources.