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| Section | Weight | Objectives |
|---|---|---|
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
1. "Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particular geography. It is required that the model performs well for both normal and cancer patients.
Which ONE of the following combinations requires MAXIMIZATION?
SELECT ONE OPTION
A) Maximize accuracy and recall
B) Maximize precision and accuracy
C) Maximize specificity number of classes
D) Maximize recall and precision
2. Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?
SELECT ONE OPTION
A) Analyzing source code for generating test cases
B) Natural language processing on textual requirements
C) GUI analysis by computer vision
D) Machine learning on logs of execution
3. Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
SELECT ONE OPTION
A) Deploying the model
B) Data testing
C) Evaluating the model
D) Tuning the model
4. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
SELECT ONE OPTION
A) High powered CPUs.
B) Hardware supporting high precision floating point operations.
C) 64-bit CPUs.
D) Hardware supporting fast matrix multiplication.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: D |
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