Lilly Tech Systems
Load Testing AI Endpoints
Master load testing for AI services with Locust, k6, stress testing GPU services, auto-scaling validation, and capacity planning.
Course Lessons
Work through these lessons sequentially or jump to the topic most relevant to you.
1. Load Testing Fundamentals
Core load testing concepts for AI
2. Locust for AI Services
Using Locust for ML load testing
3. k6 for ML Endpoints
Load testing with k6
4. Stress Testing GPU Services
Stress testing GPU-based services
5. Auto-Scaling Validation
Validating auto-scaling behavior
6. Latency Distribution Analysis
Analyzing latency distributions
7. Capacity Planning
Planning capacity for AI services
What You'll Learn
By the end of this course, you will be able to:
Core Concepts
Understand the fundamental principles and techniques of load testing ai endpoints for production AI systems.
Practical Skills
Build hands-on skills with real code examples, frameworks, and tools used by industry professionals.
Best Practices
Apply industry best practices and avoid common pitfalls when implementing testing in your ML projects.
Production Ready
Ship reliable, well-tested AI systems with confidence using automated testing pipelines.