Enterprise LLM Architecture and Deployment

Learn to navigate the complexities of model serving and performance benchmarking. You will gain the technical authority needed to justify infrastructure decisions during critical enterprise architecture reviews. * **Quantify performance** using industry-standard latency and throughput benchmarks * **Optimize serving infrastructure** by balancing cost against response speed * **Select deployment strategies** that meet strict enterprise security requirements * **Justify architectural trade-offs** to stakeholders during technical reviews

4 sections ยท 13 lessons

Course outline

Architecture Choices

  1. Request Lifecycle
  2. Model Sizing
  3. Routing Mechanisms
  4. The Mathematics of MoE Routing
  5. Architecture Choices

Performance Benchmarks

  1. Latency Metrics
  2. Throughput Defense
  3. Benchmark Traps
  4. Performance Benchmarks

Deployment Tradeoffs

  1. Batching Strategies
  2. Quantization Impact
  3. Parallelism Basics
  4. Deployment Tradeoffs

Data Security

  1. Data Boundaries
  2. Access Controls
  3. Failure Handling
  4. Data Security

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