Lilly Tech Systems
AI Test Automation Frameworks
Explore and build AI test frameworks with Deepchecks, Evidently AI, MLTest library, Checklist for NLP, and custom ML test harnesses.
Course Lessons
Work through these lessons sequentially or jump to the topic most relevant to you.
1. Framework Design Principles
Principles for test frameworks
2. Building Custom ML Test Harness
Building a custom test harness
3. Deepchecks Framework
Using Deepchecks for ML testing
4. Evidently AI for Testing
Using Evidently AI
5. MLTest Library
Using the MLTest library
6. Checklist for NLP Testing
Checklist framework for NLP
7. Choosing the Right Framework
Selecting the best framework
What You'll Learn
By the end of this course, you will be able to:
Core Concepts
Understand the fundamental principles and techniques of ai test automation frameworks 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.