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Scaling AI Solutions with Cloudera: A Deep Dive into AI Inference and Solution Patterns
- Cloudera is offering AI Inference, a production-grade environment to deploy artificial intelligence (AI) models at scale.
- The architecture of AI Inference ensures low-latency, high-availability deployments, ideal for enterprise-grade applications.
- The service supports a wide range of models, from traditional predictive models to advanced generative AI, such as large language models and embedding models.
- With support for Open Inference Protocol and OpenAI API standards, Cloudera AI Inference can deploy models for different AI tasks, such as language generation and predictive analytics.
- Cloudera AI Inference supports canary deployments for smoother rollouts where a new model version can be tested on a subset of traffic before full rollout.
- Cloudera's Professional Services provide a blueprint of best-practice frameworks for scaling AI by encompassing all aspects of the AI lifecycle from data engineering to real-time inference and monitoring.
- Cloudera's platform provides a strong foundation for GenAI applications, supporting everything from secure hosting to end-to-end AI workflows.
- Cloudera DataFlow, powered by NiFi, enables seamless data ingestion from Amazon S3 to Pinecone, creating a robust knowledge base, allowing fast, searchable insights in Retrieval-Augmented Generation applications.
- Cloudera provides pre-built accelerators (AMPs) and ReadyFlows to speed up AI application deployment.
- Cloudera's Professional Services team brings expertise in tailored AI deployments, from pilot projects to full-scale production, ensuring AI implementations align with business objectives.
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