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CertNexus Certified Artificial Intelligence Practitioner (CAIP) Sample Questions:
Which of the following are true about the transform-design pattern for a machine learning pipeline? (Select three.) It aims to separate inputs from features.
- A. It transforms the output data after production.
- B. It ensures reproducibility.
- C. It seeks to isolate individual steps of ML pipelines.
- D. It represents steps in the pipeline with a directed acyclic graph (DAG).
- E. It encapsulates the processing steps of ML pipelines.
Correct Answer: B,C,E 🗳️
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Which of the following is TRUE about SVM models?
- A. They can be used only for classification.
- B. They can be used only for regression.
- C. They use the sigmoid function to classify the data points.
- D. They can take the feature space into higher dimensions to solve the problem.
Correct Answer: D 🗳️
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We are using the k-nearest neighbors algorithm to classify the new data points. The features are on different scales.
Which method can help us to solve this problem?
- A. Standardization
- B. Log transformation
- C. Square-root transformation
- D. Normalization
Correct Answer: D 🗳️
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The graph is an elbow plot showing the inertia or within-cluster sum of squares on the y-axis and number of clusters (also called K) on the x-axis, denoting the change in inertia as the clusters change using k-means algorithm.
What would be an optimal value of K to ensure a good number of clusters?
- A. 2
- B. 9
- C. 3
- D. 5
Correct Answer: C 🗳️
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A big data architect needs to be cautious about personally identifiable information (PII) that may be captured with their new IoT system. What is the final stage of the Data Management Life Cycle, which the architect must complete in order to implement data privacy and security appropriately?
- A. Destroy
- B. Duplicate
- C. De-Duplicate
- D. Detain
Correct Answer: A 🗳️
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