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NerdLevelTech
Intermediate

LLMOps & AI Evaluation: Production Observability & Quality Assurance

Master production-grade LLM operations and evaluation frameworks. Learn to measure AI quality with LangSmith, MLflow, and W&B Weave. Build evaluation pipelines, implement observability, and ensure reliable AI systems in production.

72 min24 lessons6 modulesAI & ML

What you'll learn

  • Design comprehensive LLM evaluation frameworks for production systems
  • Implement observability pipelines using LangSmith, MLflow, and W&B Weave
  • Create custom evaluation metrics for domain-specific AI applications
  • Build automated testing pipelines for continuous AI quality assurance
  • Debug and optimize LLM performance using tracing and analytics

Course Content

  1. Introduction to LLMOps

    4 lessons · 12 min
    • What is LLMOps?No signup3 min
    • Locked until you enrollThe LLM Production Lifecycle3 min
    • Locked until you enrollKey Metrics for LLM Quality3 min
    • Locked until you enrollEvaluation-Driven Development3 min
    • Quiz: Module 1: Introduction to LLMOps

  2. LLM Evaluation Fundamentals

    4 lessons · 12 min
    • Locked until you enrollLLM-as-Judge Evaluation3 min
    • Locked until you enrollReference-Based vs Reference-Free Evaluation3 min
    • Locked until you enrollHuman Evaluation & Annotation3 min
    • Locked until you enrollEvaluation Dataset Design3 min
    • Quiz: Module 2: LLM Evaluation Fundamentals

  3. LangSmith Deep Dive

    4 lessons · 12 min
    • Locked until you enrollLangSmith Setup & Tracing3 min
    • Locked until you enrollInsights Agent & Analytics3 min
    • Locked until you enrollMulti-turn Evaluation3 min
    • Locked until you enrollCustom Evaluators & Datasets3 min
    • Quiz: Module 3: LangSmith Deep Dive

  4. MLflow for LLM Evaluation

    4 lessons · 12 min
    • Locked until you enrollMLflow GenAI Setup3 min
    • Locked until you enrollBuilt-in LLM Scorers3 min
    • Locked until you enrollCustom Judges with make_judge3 min
    • Locked until you enrollDeepEval & RAGAS Integration3 min
    • Quiz: Module 4: MLflow for LLM Evaluation

  5. W&B Weave for Evaluation

    4 lessons · 12 min
    • Locked until you enrollW&B Weave Introduction3 min
    • Locked until you enrollSetting Up Evaluation Pipelines3 min
    • Locked until you enrollComparing Experiments3 min
    • Locked until you enrollLLM-as-Judge in Weave3 min
    • Quiz: Module 5: W&B Weave for Evaluation

  6. Production Monitoring & Next Steps

    4 lessons · 12 min
    • Locked until you enrollAlerting & SLOs3 min
    • Locked until you enrollCost Tracking & Optimization3 min
    • Locked until you enrollCI/CD for LLM Quality3 min
    • Locked until you enrollNext Steps & Your LLMOps Journey3 min
    • Quiz: Module 6: Production Monitoring & Next Steps