Get started with AI Inference
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Get started with AI Inference

Discover how to build smarter, more efficient AI inference systems. Learn about quantization, sparsity, and advanced techniques like vLLM with Red Hat AI.

What you’ll learn:
  • Quantization & Sparsity: Explore compression techniques that minimize memory and compute requirements while maintaining model accuracy.
  • vLLM Runtime Optimization: Improve GPU utilization, reduce latency, and scale inference efficiently with advanced batching and memory management.
  • Model Compression with LLM Compressor: Apply Red Hat’s standardized toolkit to optimize models with up to 99% retained accuracy.
  • Red Hat AI Inference Server: Deploy validated, high-performance models across hybrid environments using open, flexible, and cost-effective infrastructure.
  • Performance Validation: Leverage Red Hat’s benchmarking tools to ensure scalable, accurate, and reliable AI inference.
Build intelligent, efficient AI systems with confidence.

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