Unit 1: Understanding LLM Performance
Unit 2: Key Performance Dimensions
Unit 3: Evaluation for Application Types
Unit 4: Challenges & Considerations
Practical LLM Application Performance Evaluation for Project Contribution
Master the art of evaluating and optimizing LLM application performance to make impactful, data-driven contributions to real-world projects.
Unit 1: Setting the Stage for Evaluation
Unit 2: Crafting Test Data
Unit 3: Quantitative Metrics in Action
Unit 4: Qualitative & Advanced Evaluation
Unit 5: Analyzing and Interpreting Results
Unit 1: Interpreting Evaluation Results
Unit 2: Strategies for Performance Improvement
Unit 3: Balancing Performance, Cost, and Latency
Unit 4: Communicating Impact