Certificate in AI Testing

The program operates on an open enrollment basis, and there are no specific entry requirements. Individuals with a genuine interest in the subject matter are welcome to participate.

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• Unit Testing: This is a fundamental unit of AI testing that involves writing automated tests to validate the functionality of AI models and algorithms. •
• Black Box Testing: This type of testing is used to evaluate the AI model's performance without knowing its internal workings, focusing on the input and output. •
• White Box Testing: This involves testing the AI model's internal workings, examining the code and logic to identify potential issues and bugs. •
• Gray Box Testing: This type of testing combines elements of black box and white box testing, providing a more comprehensive evaluation of the AI model's performance. •
• Regression Testing: This is a crucial unit of AI testing that involves re-running tests to ensure that changes to the AI model or its environment do not introduce new bugs or break existing functionality. •
• Cross-Validation: This technique is used to evaluate the performance of AI models by splitting the data into training and testing sets, and then repeating the testing process multiple times. •
• Model Interpretability: This is an essential aspect of AI testing, as it involves evaluating the model's ability to provide transparent and understandable results, and identifying potential biases or errors. •
• Adversarial Testing: This type of testing involves simulating real-world scenarios to test the AI model's robustness and resilience to unexpected inputs or attacks. •
• Performance Metrics: This unit of AI testing involves evaluating the model's performance using relevant metrics, such as accuracy, precision, recall, and F1 score. •
• AI Testing Frameworks: This unit of AI testing involves using specialized frameworks and tools to automate and streamline the testing process, such as Pytest, Unittest, and Scikit-learn.

This program is not intended to replace or serve as an equivalent to obtaining a formal degree or diploma. It should be noted that this course is not accredited by a recognised awarding body or regulated by an authorised institution/ body.