Evaluating LLMs for Code Tasks

Senior ML engineers, architects, and engineering managers choosing or comparing LLMs for code generation, review, or search

What you'll learn:

• 1. Why Vendor Benchmarks Are Not Enough
• 2. Designing Your Own Evaluation Suite
• 3. Task Categories: Generation, Completion, Review, Search
• 4. Evaluation Metrics That Actually Predict Production Quality
• 5. Cost-Quality Tradeoffs and the Efficient Frontier
• 6. Latency, Throughput, and Context Window Limits
• 7. Fine-Tuning vs. Prompting for Code Tasks
• 8. Building a Continuous Evaluation System

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