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LLMOps: What It Is, Why It Matters, and How to Implement It

The MLOps Blog

Tools range from data platforms to vector databases, embedding providers, fine-tuning platforms, prompt engineering, evaluation tools, orchestration frameworks, observability platforms, and LLM API gateways. Model management Teams typically manage their models, including versioning and metadata.

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Inference AudioCraft MusicGen models using Amazon SageMaker

AWS Machine Learning Blog

The following diagram shows how MusicGen, a single stage auto-regressive Transformer model, can generate high-quality music based on text descriptions or audio prompts. When working with music generation models, it’s important to note that the process can often take more than 60 seconds to complete. Create a Hugging Face model.

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Search enterprise data assets using LLMs backed by knowledge graphs

Flipboard

The application needs to search through the catalog and show the metadata information related to all of the data assets that are relevant to the search context. Solution overview The solution integrates with your existing data catalogs and repositories, creating a unified, scalable semantic layer across the entire data landscape.

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